TWI536303B - Find the contact method and system for the person you want to contact with - Google Patents

Find the contact method and system for the person you want to contact with Download PDF

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Publication number
TWI536303B
TWI536303B TW103100905A TW103100905A TWI536303B TW I536303 B TWI536303 B TW I536303B TW 103100905 A TW103100905 A TW 103100905A TW 103100905 A TW103100905 A TW 103100905A TW I536303 B TWI536303 B TW I536303B
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Taiwan
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contact
data
person
module
information
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TW103100905A
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Chinese (zh)
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TW201528187A (en
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Juei Chi Chu
Meng Hsien Lin
Wen Horng Huang
Chen Yun Liang
Cho Chun Houang
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Chunghwa Telecom Co Ltd
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Publication of TWI536303B publication Critical patent/TWI536303B/en

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Description

藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統 Finding methods and systems for contacting people by recommending contacts

本發明係為一種尋人方法與系統有關;具體而言,特別是關於一種藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統,整合通訊與排程資料為來源,經由數據接收與轉換模組收集聯絡對象之相關資訊,並彙整至數據資料庫,後續透過數據行為模型之推薦方法,給予推薦聯繫名單及其聯絡資料。 The invention relates to a tracing method and a system; in particular, a method and system for finding a person to be contacted by a recommended contact person, integrating communication and scheduling data as a source, receiving and converting data through data The module collects relevant information of the contact object and integrates it into the data database, and then provides a recommended contact list and contact information through the recommended method of the data behavior model.

於專利前案利用GPS系統尋找人、車之追蹤裝置(公開號:201107777,公開日:2011/03/01),於專利前案利用超寬頻技術之固定環境尋人系統及方法(公開號:200536282,公開日:2005/11/01),於專利前案相對定位式尋人方法及其裝置(公開號:200602660,公開日:2006/01/16),目前已申請的專利中,都是透過定位或特殊裝置以位置的方式去尋找人,還沒有任何專利是以整合通訊資料及排程資料為基礎去尋找人的。本發明讓使用者以整合通訊資料及排程資料為資料來源,搭配本發明的方法與系統模型,可有效率地找到要尋找的人。 Using the GPS system to find the tracking device for people and vehicles in the pre-patent case (publication number: 201107777, publication date: 2011/03/01), the fixed environment tracing system and method using ultra-wideband technology in the patent case (publication number: 200536282, publication date: 2005/11/01), in the pre-patent case relative positioning type tracing method and its device (publication number: 200602660, publication date: 2006/01/16), currently applied for patents, are By positioning or special devices to find people by location, no patents have been based on the integration of communication materials and scheduling materials to find people. The invention allows the user to integrate the communication data and the scheduling data as a data source, and with the method and system model of the invention, the person to be found can be efficiently found.

於該些前案需要配備額外的裝置,即可讓有需要的 使用者可以聯絡到。透過特殊裝置以位置的方式去尋找人,本發明發明出以整合通訊資料及排程資料為資料來源,經過本系統分析後,可推薦第三方輔助尋人的解決方式,讓使用者有效率地可以找到要聯絡的對象,該些前案用位置的方式尋找人,雖知道要聯絡對象的位置,但無法聯繫到對方,也需使用者自行想辦法到達該位置,而本發明可透過第三方輔助尋人的解決方式,讓使用者更有效率地可以找到要聯絡的對象。 In these predecessors, additional equipment is required to make it necessary. Users can contact. By means of a special device to find a person in a positional manner, the invention invents the integration of communication data and scheduling data as a data source, and after the analysis of the system, a third-party assisted tracing solution can be recommended, so that the user can efficiently You can find the objects you want to contact. These former cases use the location to find people. Although you know the location of the contact person, you can't contact the other party. You also need to find a way to reach the location. The invention can be accessed by a third party. A solution to assist people in finding people, so that users can find the objects to contact more efficiently.

由此可見,上述習用方式仍有諸多缺失,實非一良善之設計,而亟待加以改良。 It can be seen that there are still many shortcomings in the above-mentioned methods of use, which is not a good design, but needs to be improved.

本案發明人鑑於上述習用方式所衍生的各項缺點,乃亟思加以改良創新,並經多年苦心孤詣潛心研究後,終於成功研發完成本件發明。 In view of the shortcomings derived from the above-mentioned conventional methods, the inventor of the present invention has improved and innovated, and after years of painstaking research, he finally succeeded in researching and developing this invention.

本發明係提出一種藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統,利用聯絡對象的通聯紀錄、行事曆、通訊軟體...等相關資料建立一個行為模型,本系統透過行為模型推薦模組可給予推薦聯繫名單及其聯絡資料,讓使用者可有效地找到可聯絡上對方的人,以滿足聯絡對方之需求,另也提供調教學習模組,讓使用者回饋推薦結果,調整行為模型推薦模組,使後續之推薦更有效。 The present invention proposes a method and system for searching for a person to be contacted by recommending a contact person, and establishing a behavior model by using related information such as a contact record, a calendar, a communication software, etc. of the contact object, and the system recommends through a behavior model. The module can give the recommended contact list and contact information, so that the user can effectively find the person who can contact the other party to meet the needs of the contact person. The training module is also provided to allow the user to feedback the recommendation result and adjust the behavior. The model recommends modules to make subsequent recommendations more effective.

本發明之目的即在於有使用者急切需要聯絡對方但無法聯繫到聯絡對象時,本發明可提供一個推薦聯絡清單,可依照推薦順序聯絡對象的同事或朋友,即可有效率地與想聯絡對象聯繫上。 The object of the present invention is to provide a recommended contact list when a user urgently needs to contact the other party but cannot contact the contact person, and the contact person or friend can be contacted according to the recommended order, and the contact person can be efficiently contacted. get in touch.

本發明係為一種藉由推薦聯絡人找到欲聯繫對象的尋人系統,其至少可包括數據接收與轉換模組、數據資料庫、行為模型推薦模組與調教學習模組。其中,數據接收與轉換模組,接收使用者之數據資料並轉換所需格式,數據資料庫,接收傳送該數據資料,儲存聯絡人通訊資料、各項通聯記錄、行程資料、通訊軟體狀態、使用行為模型參數、行為模型中間運算分數及推薦結果;行為模型推薦模組,接收數據資料配合使用行為模型參數建立對應的推薦模組,而中間運算分數及推薦結果會接收傳送該數據資料庫,以及調教學習模組,接收傳送該數據資料庫與該行為模型推薦模組,並針對該行為模型推薦模組結果分析調整模型參數值。 The present invention is a tracing system for finding a contact object by recommending a contact person, which at least includes a data receiving and converting module, a data database, a behavior model recommendation module, and a training learning module. The data receiving and converting module receives the user's data and converts the required format, the data database, receives and transmits the data, stores the contact communication data, the communication records, the travel information, the communication software status, and the use. Behavior model parameters, behavior model intermediate calculation scores and recommendation results; behavior model recommendation module, receiving data data and using behavior model parameters to establish corresponding recommendation modules, and intermediate operation scores and recommendation results will receive and transmit the data database, and The training learning module receives and transmits the data database and the behavior model recommendation module, and recommends module result analysis and adjustment model parameter values for the behavior model.

其中,該數據接收與轉換模組傳送接收使用者之數據資料並將該數據資料回傳至該數據資料庫,該數據資料庫存取該數據資料並傳送至該行為模型推薦模組與該調教學習模組。 The data receiving and converting module transmits and receives the data of the user and returns the data data to the data database, and the data data inventory takes the data data and transmits the data to the behavior model recommendation module and the training learning Module.

本發明所提供之技術特徵,與其他習用技術相互比較時,更具備下列優點: The technical features provided by the present invention have the following advantages when compared with other conventional technologies:

1.當使用者欲聯繫的聯絡對象無法直接聯繫時,本發明提供一種以整合通訊與排程資料為來源,經由數據接收與轉換模組收集聯絡對象之相關資訊,並彙整至數據資料庫,後續透過數據行為模型之推薦方法,給予推薦聯繫名單及其聯絡資料,可讓使用者依照推薦順序聯絡目標對象的同事或朋友,並透過調教學習模組回饋與調整推薦機制,達到有效與快速的聯繫到聯絡對象。 1. When the contact object that the user wants to contact cannot be directly contacted, the present invention provides a method for collecting contact information from the data receiving and conversion module by integrating communication and scheduling data, and collecting the information into the data database. Subsequent recommendation methods of the data behavior model, giving the recommended contact list and contact information, allowing the user to contact the colleague or friend of the target object in the recommended order, and to feedback and adjust the recommendation mechanism through the training learning module to achieve effective and rapid Contact the contact person.

2.本發明提供數據接收與轉換模組,可接收聯絡人之電話資 料、通聯記錄、行程資料、即時通訊軟體狀態...等相關資訊,並轉換為系統所需之定義格式。 2. The invention provides a data receiving and converting module, which can receive the telephone number of the contact person. Related information such as materials, communication records, trip data, instant messaging software status, etc., and converted to the defined format required by the system.

3.本發明提供數據資料庫,將數據接收與轉換模組所轉換資訊儲存、彙整及更新,提供給行為模型推薦模組使用。 3. The present invention provides a data database for storing, integrating, and updating information converted by the data receiving and conversion module, and providing the same to the behavior model recommendation module.

4.本發明提供行為模型推薦模組,從數據資料庫彙整與融合聯絡人的通聯紀錄、行程資料、即時通訊軟體狀態...等資訊,配合行為模型參數所建立的對應推薦模組,提供推薦聯絡聯繫名單。 4. The present invention provides a behavior model recommendation module, which integrates and integrates contacts' contact records, trip data, instant messaging software status, etc. from the data database, and provides corresponding recommendation modules established by behavior model parameters. Recommended contact list.

5.本發明提供調教學習模組,在使用者回饋結果後,調整行為模型推薦機制,使之後的推薦更有效。 5. The present invention provides a training learning module, and after the user feedbacks the result, adjusts the behavior model recommendation mechanism to make the subsequent recommendation more effective.

110‧‧‧數據接收與轉換模組 110‧‧‧Data receiving and conversion module

120‧‧‧數據資料庫 120‧‧‧Data Database

130‧‧‧行為模型推薦模組 130‧‧‧ Behavioral Model Recommendation Module

140‧‧‧調教學習模組 140‧‧‧Teaching learning module

S210~S260‧‧‧流程步驟 S210~S260‧‧‧ Process steps

310‧‧‧即時通訊軟體推薦模組 310‧‧‧IM software recommendation module

320‧‧‧行事曆推薦模組 320‧‧‧ calendar recommendation module

330‧‧‧出差推薦模組 330‧‧‧Travel recommendation module

340‧‧‧上班推薦模組 340‧‧‧Working recommendation module

350‧‧‧一般推薦模組 350‧‧‧General recommendation module

S301~S303‧‧‧行為模型推薦模組之流程步驟 S301~S303‧‧‧ Behavioral model recommendation module process steps

141‧‧‧推薦結果與參數讀取單元 141‧‧‧Recommended results and parameter reading unit

142‧‧‧評估分析單元 142‧‧‧Evaluation and analysis unit

143‧‧‧參數調整單元 143‧‧‧Parameter adjustment unit

S311~S318‧‧‧即時通訊軟體推薦模組之流程步驟 S311~S318‧‧‧Immediate communication software recommendation module process steps

S321~S326‧‧‧行事曆推薦模組之流程步驟 S321~S326‧‧‧ calendar process steps recommended by the module

S331~S336‧‧‧出差推薦模組之流程步驟 Process steps for S331~S336‧‧‧ travel recommendation module

S341~S348‧‧‧上班推薦模組之流程步驟 S341~S348‧‧‧ Process steps for recommending the module to work

S351~S356‧‧‧一般推薦模組之流程步驟 S351~S356‧‧‧General recommended module process steps

101‧‧‧聯絡人聯絡資料範例 101‧‧‧Contact contact sample

102‧‧‧通聯記錄資料範例 102‧‧‧Examples of communication records

103‧‧‧行程資料範例 103‧‧‧ Example of itinerary

104‧‧‧即時通訊軟體狀態資料範例 104‧‧‧ instant messaging software status data example

111‧‧‧聯絡人聯絡資料 111‧‧‧Contact Information

112‧‧‧通聯記錄資料 112‧‧‧Communication records

113‧‧‧行程資料 113‧‧‧Travel information

114‧‧‧即時通訊軟體狀態資料 114‧‧‧IM software status data

121‧‧‧資料庫資料範例 121‧‧‧Database data examples

11‧‧‧即時通訊軟體聯絡人電話資料 11‧‧‧IM communication contact information

12‧‧‧手機聯絡人電話資料 12‧‧‧Mobile phone contact information

13‧‧‧APP聯絡人電話資料 13‧‧‧APP contact information

14‧‧‧Email聯絡人電話資料 14‧‧‧Email Contact Phone Information

15‧‧‧人工輸入聯絡人電話資料 15‧‧‧Manual input of contact telephone information

21‧‧‧即時通訊軟體通聯記錄 21‧‧‧IM communication link record

22‧‧‧手機通聯記錄 22‧‧‧Mobile Communications Record

23‧‧‧APP通聯記錄 23‧‧‧APP Link Record

24‧‧‧Email通聯記錄 24‧‧‧Email communication record

31‧‧‧行事曆資料 31‧‧‧ calendar information

32‧‧‧差勤系統資料 32‧‧‧Dimensional System Information

3‧‧‧使用者 3‧‧‧Users

S201~S207‧‧‧實施例之流程步驟 S201~S207‧‧‧ Process steps of the embodiment

請參閱有關本發明之詳細說明及其附圖,將可進一步瞭解本發明之技術內容及其目的功效;有關附圖為: Please refer to the detailed description of the present invention and the accompanying drawings, and the technical contents of the present invention and its effects can be further understood; the related drawings are:

第1圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之示意圖。 FIG. 1 is a schematic diagram of a tracing system for finding a contact person by a recommended contact person according to the present invention.

第2圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之流程圖。 Figure 2 is a flow chart of the method for searching for a person to be contacted by a recommended contact person according to the present invention.

第3A圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統之行為模型推薦模組之示意圖。 FIG. 3A is a schematic diagram of a behavior model recommendation module of the present invention for finding a person-seeking method and system by a recommended contact person.

第3B圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統之行為模型推薦模組之流程圖。 FIG. 3B is a flow chart of the behavior model recommendation module of the present invention for finding a person to be contacted by a recommended contact person and a system.

第4圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系 統之調教學習模組之示意圖。 Figure 4 is a tracing system of the present invention for finding a contact person by referring to a contact person Schematic diagram of the unified training module.

第5圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之即時通訊軟體推薦模組之流程圖。 Figure 5 is a flow chart of the instant messaging software recommendation module of the present invention for finding a person to be contacted by a recommended contact person.

第6圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之行事曆推薦模組之流程圖。 Figure 6 is a flow chart of the calendar recommendation module of the present invention for finding a person to be contacted by a recommended contact person.

第7圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之出差推薦模組之流程圖。 Figure 7 is a flow chart of the travel recommendation module of the present invention for finding a person to be contacted by a recommended contact person.

第8圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之上班推薦模組之流程圖。 Figure 8 is a flow chart of the above-mentioned recommendation module of the above-mentioned method for finding the person to be contacted by the recommended contact person by the recommended contact person.

第9圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之一般推薦模組之流程圖。 Figure 9 is a flow chart of the general recommendation module of the present invention for finding a method of searching for a contact object by a recommended contact person.

第10圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之數據輸入示意圖。 Figure 10 is a schematic diagram showing the data input of the tracing system of the present invention by the recommended contact person to find the object to be contacted.

第11圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之聯絡人聯絡資料之示意圖。 Figure 11 is a schematic diagram of the contact information of the tracing system of the present invention by the recommended contact person to find the contact person.

第12圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之聯絡人聯絡資料之示意圖。 Figure 12 is a schematic diagram of the contact information of the contact person of the tracing system of the present invention by the recommended contact person.

第13圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之行程資料之示意圖。 Figure 13 is a schematic diagram of the travel information of the tracing system of the present invention by the recommended contact person to find the contact person.

第14圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之調教學習模組之示意圖。 Figure 14 is a schematic diagram of the tuning learning module of the tracing system of the present invention by the recommended contact person to find the contact person.

第15A圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統與方法之實施例圖。 Figure 15A is a diagram showing an embodiment of a tracing system and method for finding a contact object by a recommended contact person according to the present invention.

第15B圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統與方法之實施例之流程圖。 15B is a flow chart of an embodiment of a tracing system and method for finding a contact object by a recommended contact person according to the present invention.

為了使本發明的目的、技術方案及優點更加清楚明白,下面結合附圖及實施例,對本發明進行進一步詳細說明。應當理解,此處所描述的具體實施例僅用以解釋本發明,但並不用於限定本發明。 The present invention will be further described in detail below with reference to the accompanying drawings and embodiments. It is understood that the specific embodiments described herein are merely illustrative of the invention and are not intended to limit the invention.

以下,結合附圖對本發明進一步說明: Hereinafter, the present invention will be further described with reference to the accompanying drawings:

請參閱第1圖,第1圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之示意圖。如第1圖所示,其至少包含數據接收與轉換模組110、數據資料庫120、行為模型推薦模組130以及調教學習模組140。請參閱第10圖,第10圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之數據輸入示意圖。如第10圖所示,其中該數據接收與轉換模組110能接收聯絡人電話資料111、通聯記錄資料112、行程資料113及即時通訊軟體狀態資料114並轉換所需格式放至數據資料庫120。數據資料庫120能存放聯絡人通訊資料、各項通聯記錄、行程資料、通訊軟體狀態、使用行為模型參數、行為模型中間運算分數及推薦結果。行為模型推薦模組130能取聯絡人通訊資料、各項通聯記錄、行程資料、即時通訊軟體狀態等使 用數據,配合使用行為模型參數建立對應的推薦模組,而中間運算分數及推薦結果會存放至數據資料庫120。調教學習模組140能針對行為模型推薦模組結果分析並針對結果調整模型參數值。 Please refer to FIG. 1. FIG. 1 is a schematic diagram of a tracing system for finding a contact object by a recommended contact person according to the present invention. As shown in FIG. 1, the data receiving and converting module 110, the data database 120, the behavior model recommendation module 130, and the training learning module 140 are included. Please refer to FIG. 10, which is a schematic diagram of data input of a tracing system for finding a contact object by a recommended contact person according to the present invention. As shown in FIG. 10, the data receiving and converting module 110 can receive the contact telephone data 111, the communication record data 112, the itinerary data 113, and the instant messaging software status data 114, and convert the required format to the data repository 120. . The data repository 120 can store contact communication data, various communication records, itinerary data, communication software status, usage behavior model parameters, behavior model intermediate operation scores, and recommendation results. The behavior model recommendation module 130 can take contact information, various communication records, itinerary information, and the state of the instant messaging software. The data is used together with the behavior model parameters to establish a corresponding recommendation module, and the intermediate operation scores and recommendation results are stored in the data repository 120. The training learning module 140 can recommend module result analysis for the behavior model and adjust the model parameter values for the results.

請參閱第2圖,第2圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之流程圖。如第2圖所示,本方法之流程可包含: Please refer to FIG. 2, which is a flow chart of the method for searching for a person to be contacted by a recommended contact person according to the present invention. As shown in Figure 2, the process of the method can include:

S210 輸入聯絡人、通聯記錄、行程、即時通訊軟體狀態資料數據。 S210 Enter the contact person, communication record, itinerary, instant messaging software status data.

S220 然後將資料轉換格式存至資料庫。 S220 then saves the data conversion format to the database.

S230 之後,依據每項資料來源設定頻率執行新增、修改聯絡人、通聯記錄、行程、即時通訊軟體狀態資料數據。 After S230, new, modified contacts, communication records, itineraries, and instant messaging software status data are executed according to the frequency set by each data source.

S220 然後再一樣將新的資料轉換格式存至資料庫。 S220 then saves the new data conversion format to the database.

S240 而當使用者有需求執行時,由行為模型推薦模組推薦清單。 S240. When the user has a requirement to execute, the behavior model recommendation module recommends the list.

S250 使用者回饋推薦結果。 The S250 user gives back the recommendation results.

S260 最後針對使用者回應結果分析並調教學習。 S260 finally analyzes and adjusts the learning response to the user.

如第1圖所示,其中,S210是將原始的資料數據傳給數據接收與轉換模組110,S220則是數據接收與轉換模組110將資料轉換存至數據資料庫120,S230是更新資料,S240是使用行為模型推薦模組130推薦清單,S250將使用者回饋結果存至數據資料庫120,S260是使用調教學習模組140。 As shown in FIG. 1 , in S210, the original data is transmitted to the data receiving and converting module 110, and in S220, the data receiving and converting module 110 converts the data to the data database 120, and S230 is updated data. S240 uses the behavior model recommendation module 130 to recommend the list, S250 stores the user feedback result to the data repository 120, and S260 uses the tuning learning module 140.

請參閱第3A圖及第3B圖,第3A圖為本發明之藉 由推薦聯絡人找到欲聯繫對象的尋人方法與系統之行為模型推薦模組之示意圖。第3B圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統之行為模型推薦模組之流程圖。如第3A圖及第3B圖所示,其中,該步驟可包含: Please refer to Figures 3A and 3B. Figure 3A is a diagram of the present invention. A schematic diagram of the behavioral model recommendation module of the tracing method and system to be contacted by the recommended contact person. FIG. 3B is a flow chart of the behavior model recommendation module of the present invention for finding a person to be contacted by a recommended contact person and a system. As shown in FIG. 3A and FIG. 3B, wherein the step may include:

S301 該行為模型推薦模組130先判斷要找的對象即時通訊軟體狀態是否為線上:如為線上則先到即時通訊軟體推薦模組310,再往下到不是在線上狀態流程;S302 如不是在線上的話則判斷行事曆是否有行程:如有行程則先到行事曆推薦模組320, S301: The behavior model recommendation module 130 first determines whether the instant messaging software status of the object to be found is online: if it is online, the instant messaging software recommendation module 310 is first, and then goes down to the online status flow process; S302 if not On the line, it is judged whether the calendar has a itinerary: if there is a trip, it first goes to the calendar recommendation module 320.

S303 再往下到沒有行程流程;如沒有行程則查看差勤系統狀態:如狀態為出差則到出差推薦模組330,再往下到狀態為上班流程;如狀態為上班則到上班推薦模組340,然後結束推薦流程;如狀態為下班則到一般推薦模組350,結束此推薦流程。 S303 goes down to no travel process; if there is no travel, check the status of the service system: if the status is a business trip, go to the travel recommendation module 330, and then go down to the status of the work process; if the status is work, go to work recommendation module 340, then end the recommendation process; if the status is off work, go to the general recommendation module 350 to end the recommendation process.

按照流程取得的推薦聯絡人,取得的順序則為推薦的順序,第一個取得的聯絡人,則為第一推薦,依此類推。其中,聯絡人不重覆推薦,以前面的順序為優先,如後面取得的聯絡人前面已取得過則略過。例如:假設要找的對象即時通訊軟體狀態為線上,沒有行事曆行程,差勤狀態為上班。 The recommended contacts obtained according to the process are in the order of recommendation, the first contact is the first recommendation, and so on. Among them, the contact person does not repeat the recommendation, and the priority is given in the previous order. If the contact person obtained later has been obtained before, it is skipped. For example, suppose that the instant messaging software status of the object you are looking for is online, there is no calendar travel, and the status of the shift is working.

於實際運用中,則按照此模組流程,S301先判斷即時通訊軟體狀態是否為線上,因在線上所以從即時通訊軟體推薦模組310取得的聯絡人為(1)程又青0937123***(2)李大仁0933456***(3)謝安真0952455***,接下來S302判斷行事曆是否有行程,因沒有行程則繼續S303查看差勤系統狀態,差勤狀態為上班所以從上班推薦模組340取得的聯絡人為(1) 朱小琪0982867***(2)李大仁0933456***(3)梁波比0917271***(4)黃飛鴻0929100***(5)謝安真0952455***(6)林志穎0910110***,而因李大仁及謝安真在前面即時通訊軟體推薦模組310已取得過所以略過,最後此模組推薦出的順序名單及資訊為:您要找的聯絡人Microsoft Lync狀態為線上,以下為推薦聯絡的順序名單(1)程又青0937123***(2)李大仁0933456***(3)謝安真0952455***(4)朱小琪0982867***(5)梁波比0917271***(6)黃飛鴻0929100***(7)林志穎0910110***。 In actual operation, according to the module flow, S301 first determines whether the instant messaging software status is online, and the contact person obtained from the instant messaging software recommendation module 310 is online (1) Cheng Qingqing 0937123***(2) Li Daren 0933456 *** (3) Xie Anzhen 0952455 ***, then S302 determines whether the calendar has a trip, because there is no itinerary, continue to S303 to check the status of the system, the status of the shift is to work, so from the recommendation module 340 The contact person obtained is (1) Zhu Xiaoqi 0982867*** (2) Li Daren 0933456*** (3) Liang Bobi 0917271*** (4) Huang Feihong 0929100*** (5) Xie Anzhen 0952455*** (6) Lin Zhiying 0910110*** However, because Li Daren and Xie Anzhen have already obtained the previous instant messaging software recommendation module 310, they have skipped the list. The final list and information recommended by this module is: The contact you are looking for is Microsoft Lync. List of recommended contacts for contact (1) Cheng Youqing 0937123*** (2) Li Daren 0933456*** (3) Xie Anzhen 0952455*** (4) Zhu Xiaoqi 0982867*** (5) Liang Bobi 09172271*** (6) Huang Feihong 0929100*** (7) Lin Zhiying 0910110***.

請參閱第4圖,第4圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之調教學習模組之示意圖。如第4圖所示,其中該調教學習模組140更可包含一推薦結果與參數讀取單元141、評估分析單元142及一參數調整單元143。推薦結果與參數讀取單元141能讀取行為模型推薦模組結果及行為模型各參數值。評估分析單元142能將推薦結果做分析。參數調整單元143能針對分析結果對行為模型的參數做調整。 Please refer to FIG. 4, which is a schematic diagram of the tuning learning module of the tracing system for finding a contact person by the recommended contact person according to the present invention. As shown in FIG. 4, the training learning module 140 further includes a recommendation result and parameter reading unit 141, an evaluation analyzing unit 142, and a parameter adjusting unit 143. The recommendation result and parameter reading unit 141 can read the behavior model recommendation module result and the behavior model parameter values. The evaluation analysis unit 142 can analyze the recommendation results. The parameter adjustment unit 143 can adjust the parameters of the behavior model for the analysis result.

請參閱第3A圖、第3B圖及第5圖,第5圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之即時通訊軟體推薦模組之流程圖。如第3A圖、第3B圖及第5圖所示,其步驟可包含: Please refer to FIG. 3A, FIG. 3B and FIG. 5 . FIG. 5 is a flow chart of the instant messaging software recommendation module of the present invention for finding a person to be contacted by a recommended contact person. As shown in FIG. 3A, FIG. 3B, and FIG. 5, the steps may include:

S311 該即時通訊軟體推薦模組310先判斷要找的對象即時通訊軟體有無聯絡人:S312 如有則繼續判斷所有聯絡人中至少有一聯絡人含有聯絡資料;如沒有則結束此流程。判斷所有聯絡人中至少有 一聯絡人含有聯絡資料時:S313 如是則繼續判斷至少有一個狀態為線上的聯絡人且此聯絡人有聯絡資料;S316 如否則判斷是否至少有一個狀態為線上的聯絡人。判斷至少有一個狀態為線上的聯絡人且此聯絡人有聯絡資料時:S314 如有則取得狀態為線上且有聯絡資料之最後聯絡人聯絡資料,最多取得a1人,結束此流程;S315 如沒有則取得有聯絡資料的最後聯絡人聯絡資料,最多取得a2人,結束此流程。 S311 The instant messaging software recommendation module 310 first determines whether the instant messaging software to be contacted has a contact person: S312 If yes, continue to determine that at least one of the contacts has contact information; if not, the process ends. Judging at least one of all contacts When a contact person has contact information: S313 If yes, continue to judge that at least one contact is online and the contact has contact information; S316 otherwise determines whether there is at least one contact on the line. If there is at least one contact with the status of the online contact and the contact person has the contact information: S314 If yes, obtain the contact information of the last contact with the status of the contact information, and get a1 person at most, and end the process; S315 Then, the last contact contact information with contact information is obtained, and up to a2 people are obtained, and the process is terminated.

S316 判斷是否至少有一個狀態為線上的聯絡人時:S317 如有則取得狀態為線上之最後聯絡人顯示名稱及帳號,最多取得a3人,結束此流程;S318 如沒有則取得最後聯絡的聯絡人顯示名稱及帳號,最多取得a4人,結束此流程。 S316: If there is at least one contact on the line: S317 If yes, the status is the last contact display name and account number on the line, and the maximum number of a3 persons is obtained, and the process is ended; if not, the contact person who obtains the last contact is obtained. Display the name and account number, up to a4 people, and end this process.

於此實施例中假設要找的對象有即時通訊軟體聯絡人且有許多聯絡人聯絡資料,但所有有聯絡資料的聯絡人狀態都不是在線上。則按照此模組流程,S311先判斷要找的對象即時通訊軟體有無聯絡人,S312因有則繼續判斷所有聯絡人中至少有一聯絡人含有聯絡資料,而因有多個聯絡人有聯絡資料則繼續判斷S313至少有一個狀態為線上的聯絡人且此聯絡人有聯絡資料,因剛好有聯絡資料的聯絡人狀態都不是在線上,所以S315往取得有聯絡資料的最後聯絡人聯絡資料流程走,取得最後聯絡人依序為(1)程又青0937123***(2)李大仁 0933456***(3)謝安真0952455***。。 In this embodiment, it is assumed that the object to be found has an instant messaging software contact and there are many contact information, but the contact status of all contact information is not online. According to the module process, S311 first determines whether the instant messaging software of the object to be found has a contact person. S312 continues to judge that at least one of the contacts has contact information, and because there are multiple contacts, the contact information is available. Continue to judge that at least one of the statuses of S313 is an online contact person and the contact person has contact information. Since the contact status of the contact information is not online, S315 goes to the last contact contact information flow with the contact information. The final contact person is in order (1) Cheng Qingqing 0937123*** (2) Li Daren 0933456***(3) Xie Anzhen 0952455***. .

請參閱第6圖,第6圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之行事曆推薦模組之流程圖。如第6圖所示,其中該行事曆推薦模組320可執行步驟包含: Please refer to FIG. 6. FIG. 6 is a flow chart of the calendar recommendation module of the present invention for finding a person to be contacted by a recommended contact person. As shown in FIG. 6, the executable steps of the calendar recommendation module 320 include:

S321 先查看今天是否有行程。 S321 First check if there is a trip today.

S322 如有則判斷是否有標註與誰同行;如沒有則結束此流程:S323 判斷S322是否有標註與誰同行時,如有則判斷是否有同行者聯絡資料。 S322 If yes, determine if there is a label with whom to go; if not, end the process: S323 Determines if S322 has a label with whom, if any, if there is a peer contact information.

S325 如沒有則取得今日行程,結束此流程。 S325 If not, get today's itinerary and end this process.

S324 判斷是否有同行者聯絡資料S323時:如有則取得同行者聯絡資料,最多取得a5人,結束此流程。 S324 When judging whether there is a contact information of the colleague S323: If yes, obtain the contact information of the companion, and obtain a maximum of a5 people, and end this process.

S326 如沒有則取得今日與誰同行,結束此流程。 S326 If not, whoever I am going with today, end this process.

於實施例中說明假設要找的對象今日有出差至總公司開會行程,但行事曆中沒有標註與誰同行。則按照此模組流程,S321先查看要找的對象今天是否有行程,因有行程則繼續S322判斷是否有標註與誰同行,因沒有標註與誰同行,所以S325取得今日行程,取得資訊為要聯絡對象今天出差至總公司開會。 In the embodiment, it is assumed that the object to be found has a business trip to the head office today, but the calendar does not indicate who to walk with. According to the module process, S321 first checks whether the object to be found has a trip today. If there is a trip, it continues to S322 to determine whether there is a label with whom, because there is no label with whom, so S325 obtains today's itinerary, obtains information as The contact person traveled to the head office today for a business trip.

請參閱第7圖,第7圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之出差推薦模組之流程圖。如第7圖所示,其中該出差推薦模組330之流程步驟可包含: Please refer to FIG. 7. FIG. 7 is a flow chart of the travel recommendation module of the present invention for finding a person to be contacted by a recommended contact person. As shown in FIG. 7, the process steps of the travel recommendation module 330 may include:

S331 先查看差勤記錄中是否有一起出差同事或拜訪客戶。 S331 First check if there is a business trip or visit customer in the record.

S333 如有則判斷是否有一起出差同事聯絡資料。 S333 If yes, determine if there is a contact information for a business trip.

S332 如沒有則查看email通聯記錄是否有一起出差同事或客戶的聯絡資料。S332查看email通聯記錄是否有一起出差同事或客戶的聯絡資料時:如有則判斷是否有一起出差同事聯絡資料S333,如沒有則結束此流程。S334判斷是否有一起出差同事聯絡資料時:如有則取得出差同事聯絡資料S334,最多取得a6人,仍再執行沒有的流程。 S332 If not, check if the email communication record has contact information for a business trip colleague or customer. S332 Check if the email communication record has contact information of a business trip colleague or customer: If yes, determine if there is a travel contact information S333, if not, end the process. S334 determines whether there is a contact information for a business trip partner: if there is a travel contact information S334, and at most a6 people, the remaining process is still executed.

S335 如沒有則判斷是否有拜訪客戶聯絡資料。判斷是否有拜訪客戶聯絡資料S335時:S336 如有則取得拜訪客戶聯絡資料,最多取得a7人,結束此流程;沒有則結束此流程。 S335 If not, determine if there is any customer contact information. When judging whether there is a customer contact information S335: S336 If yes, visit the customer contact information, and get up to a7 people to complete the process; if not, end the process.

於此實施例中說明假設要找的對象差勤記錄沒有記錄有一起出差同事或拜訪客戶,但在email通聯記錄中有記錄一起出差同事為朱小琪且有記錄拜訪客戶為梁波比0917271***,而資料庫中有朱小琪聯絡資料為0982867***。則按照此模組流程,S331先查看差勤記錄中是否有一起出差同事或拜訪客戶,發現差勤記錄中沒有記錄出差同事及客戶資料,則往下S332查看email通聯記錄是否有一起出差同事或客戶的聯絡資料,發現有一起出差同事為朱小琪且有記錄拜訪客戶為梁波比0917271***,接著S333判斷是否有一起出差同事聯絡資料,查看資料庫發現有朱小琪聯絡資料為0982867***,取得朱小琪聯絡資料,再S335判斷是否有拜訪客戶聯絡資料,因為有客戶資料所以取得梁波比0917271***資料,最後取得的所有資訊為:(1)朱小琪0982867***(2)梁波比0917271***。 In this embodiment, it is assumed that the object record to be searched for is not recorded with a traveling colleague or a visiting client, but in the email communication record, there is a record of a business trip colleague for Zhu Xiaoqi and a record visiting customer for Liang Bobi 09172271*** And the database has Zhu Xiaoqi contact information for 0982867***. According to the module process, S331 first checks whether there is a traveling coworker or visiting customer in the difference log, and finds that there is no travel coworker and customer information recorded in the distress record, then go to S332 to check whether the e-mail contact record has a business trip colleague or The customer's contact information found that there was a business trip colleague for Zhu Xiaoqi and a record visit customer for Liang Bobi 09172271***, then S333 judged whether there was a contact information for a business trip, check the database and found that Zhu Xiaoqi contact information is 0982867*** Get the contact information of Zhu Xiaoqi, and then S335 to determine whether there is any contact information for the customer. Because there is customer information, the information obtained by Liang Bobi 0917271*** is obtained. (1) Zhu Xiaoqi 0982867*** (2) Liang Bobby 09172721***.

請參閱第8圖,第8圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之上班推薦模組之流程圖。如第8 圖所示,其中該上班推薦模組340之流程步驟可包含: Please refer to FIG. 8. FIG. 8 is a flow chart of the above-mentioned recommendation module of the above-mentioned method for finding the person to be contacted by the recommended contact person by the recommended contact person. As number 8 As shown in the figure, the process steps of the work recommendation module 340 may include:

S341 先查看通訊記錄n1分鐘內是否有與他人聯絡:S342 如有則繼續判斷是否有相約之人聯絡資料;S345 如沒有則跳到取得最常聯絡同事聯絡資料流程。S342判斷是否有聯絡之人聯絡資料時:S343 如有則取得聯絡之人聯絡資料,最多取得a8人;S344 如沒有則取得與誰聯絡;不管有或沒有聯絡之人聯絡資料都往下流程。 S341 Check if the communication record is in contact with others within 1 minute: S342 If yes, continue to judge whether there is contact information of the person concerned; S345 If not, skip to the process of obtaining the contact information of the most frequent contact colleagues. S342: If there is contact person contact information: S343 If yes, obtain contact information for the contact person, up to a8 person; S344 If not, then contact with whom; if there is no contact person contact information, go to the next process.

S345 接著,取得最常聯絡同事聯絡資料,最多取得a9人,S346 再取得上一層主管聯絡資料,最多取得a10人,S347 然後再取得最後電話聯絡人聯絡資料,最多取得a11個人,S348 最後取得最常聯絡人聯絡資料,最多取得a12個人。 S345 Then, get the contact information of the most frequently contacted colleagues, get up to a9 people, S346 and get the contact information of the upper level, get up to a10 people, S347 and then get the last call contact information, get up to a11 people, S348 finally get the most Frequent contact person contact information, up to a12 people.

於此實施例中說明假設要找的對象通訊記錄今天都沒有與他人聯絡。則按照此模組流程,S341先查看通訊記錄n1分鐘內是否有與他人聯絡,因為今天要找的對象都沒有與他人聯絡,S345所以往下取得最常聯絡同事聯絡資料:(1)程又青0937123***(2)朱小琪0982867***,S346再往下取得上一層主管聯絡資料:李大仁0933456***,S347再取得最後電話聯絡人聯絡資料:(1)梁波比0917271***(2)黃飛鴻0929100***,S348接著再取得最常聯絡人聯絡資料:(1)謝安真0952455***(2)林志穎0910110***,則此模組最後取得的聯絡人及資訊為(1)朱小琪0982867***(2)李大仁0933456*** (3)梁波比0917271***(4)黃飛鴻0929100***(5)謝安真0952455***(6)林志穎0910110***。 In this embodiment, it is assumed that the object communication record to be found is not in contact with others today. According to this module process, S341 first checks whether there is any contact with other people within 1 minute of the communication record. Because the objects you are looking for are not in contact with others, S345 has obtained the contact information of the most frequent contacts in the past: (1) Cheng Youqing 0937123 *** (2) Zhu Xiaoqi 0982867***, S346 then go to the next level of supervisor contact information: Li Daren 0933456***, S347 and then get the last call contact information: (1) Liang Bobi 0917271*** (2) Huang Feihong 0929100***, S348 then obtain the contact information of the most frequent contacts: (1) Xie Anzhen 0952455*** (2) Lin Zhiying 0910110***, the last contact and information of this module For (1) Zhu Xiaoqi 0982867*** (2) Li Daren 0933456*** (3) Liang Bobi 0917271*** (4) Huang Feihong 0929100*** (5) Xie Anzhen 0952455*** (6) Lin Zhiying 0910110***.

請參閱第8圖及第9圖,第9圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法之一般推薦模組之流程圖。如第8圖及第9圖所示,其中該一般推薦模組350之流程步驟可包含: Please refer to FIG. 8 and FIG. 9. FIG. 9 is a flow chart of the general recommendation module of the present invention for finding a method of searching for a contact object by a recommended contact person. As shown in FIG. 8 and FIG. 9 , the process steps of the general recommendation module 350 may include:

S351 先查看通訊記錄n2分鐘內是否有與他人聯絡:S352 如有則判斷是否有聯絡之人聯絡資料;S355 如沒有則跳到取得最後電話聯絡人聯絡資料流程。S352判斷是否有聯絡之人聯絡資料時:S353 如有則取得聯絡之人聯絡資料,最多取得a13人;S354 如沒有則取得與誰聯絡;不管有或沒有聯絡之人聯絡資料都往下流程。 S351 First check the communication record for contact with others within 2 minutes: S352 If yes, judge whether there is contact person contact information; S355 If not, skip to the process of obtaining the last call contact information. S352: If there is contact person contact information: S353 If yes, get contact information of the contact person, up to a13 person; S354 If no, then contact with whom; if there is no contact person contact information, go to the next process.

S355 接著,取得最後電話聯絡人聯絡資料,最多取得a14人,S356 再取得最常聯絡人聯絡資料,最多取得a15人。此模組流程與上班推薦模組340類似,就不再舉例。 S355 Next, obtain the last contact information of the telephone contact, and get up to a14 people. S356 will get the contact information of the most frequent contacts, and up to a15 people will be obtained. This module flow is similar to the work recommendation module 340 and will not be exemplified.

其中,以上描述到的a1~a15、n1及n2等參數,可自行設定值,也可設定最後累加取得人數上限。於上述中提到S345裡取得最常聯絡同事聯絡資料、S348裡取得最常聯絡人聯絡資料或S356裡取得最常聯絡人聯絡資料,其中最常聯絡是由以下公式算出: Among them, the parameters a1~a15, n1 and n2 described above can be set by themselves, or the upper limit of the number of people can be set. In the above mentioned, the most frequently contacted contact information is obtained in S345, the most frequently contacted contact information is obtained in S348 or the most frequently contacted contact information is obtained in S356. The most common contact is calculated by the following formula:

計算與每個聯絡人的聯絡係數,係數越高表示越常聯絡,最高表示最常聯絡。 Calculate the contact coefficient with each contact. The higher the coefficient, the more frequently you communicate, and the highest indicates the most frequent contact.

Ski=Wi×Xki (公式1) Ski=Wi×Xki (Equation 1)

Tk=ΣSki (公式2) Tk=ΣSki (Equation 2)

Ski:第k人的通訊方式i的聯絡係數 Ski: the communication coefficient of the kth person's communication method i

Wi:通訊方式i權重 Wi: Communication method i weight

Xki:第k人的通訊方式i通訊次數 Xki: The communication method of the kth person i communication times

Tk:第k人的總聯絡係數 Tk: total contact coefficient of the kth person

假設預設值: Assume the default value:

語音通訊權重預設皆為10 Voice communication weight presets are 10

手機簡訊權重預設為2 Mobile phone newsletter weight is preset to 2

其他訊息類權重預設皆為0.5 Other message class weight presets are 0.5

S345裡取得最常聯絡同事,查看要聯絡對象的聯絡清單裡假設總共有3個聯絡同事:第1個聯絡人程又青,手機聯絡過5次、即時通訊軟體訊息20次、手簡傳簡訊5次,則程又青聯絡係數為70,包含(1)手機聯絡係數10*5(2)即時通訊軟體訊息聯絡係數0.5*20(3)手簡簡訊聯絡係數2*5;第2個聯絡人謝安真,即時通訊軟體語音1次、即時通訊軟體訊息30次,則謝安真聯絡係數為25,包含(1)即時通訊軟體語音係數10*1(2)即時通訊軟體訊息聯絡係數0.5*30;第3個聯絡人朱小琪,App語音1次、即時通訊軟體訊息80次、email通聯記錄10次,則朱小琪聯絡係數為55,包含(1)App語音聯絡係數10*1(1)即時通訊軟體訊息聯絡係數0.5*80(2)email訊息聯絡係數0.5*10; 假設S345裡a9為2,則依照聯絡係數大小結果排序取得最常聯絡同事2人則為:(1)程又青0937123***(2)朱小琪0982867***。 In S345, I got the most frequently contacted colleagues. I checked the contact list of the contact person and assumed that there are 3 contact colleagues in total: the first contact Cheng Qingqing, the mobile phone contact 5 times, the instant messaging software message 20 times, the hand briefing newsletter 5 times , Cheng Chengqing has a contact coefficient of 70, including (1) mobile phone contact coefficient 10*5 (2) instant messaging software message contact coefficient 0.5*20 (3) hand brief message contact coefficient 2*5; second contact Xie Anzhen, Instant messaging software voice 1 time, instant messaging software message 30 times, Xie Anzhen contact coefficient is 25, including (1) instant messaging software voice coefficient 10 * 1 (2) instant messaging software message contact coefficient 0.5 * 30; third Contact person Zhu Xiaoqi, App voice 1 time, instant messaging software message 80 times, email communication record 10 times, then Zhu Xiaoqi contact coefficient is 55, including (1) App voice contact coefficient 10*1 (1) instant messaging software message contact coefficient 0.5 *80(2) Email message contact coefficient 0.5*10; Assume that a9 is 2 in S345, and the most frequently contacted colleagues according to the result of the size of the contact coefficient are: (1) Cheng Youqing 0937123*** (2) Zhu Xiaoqi 0982867***.

以上公式1中,權重值限制:一小時區間,Max(Ski)≦Max(Wi) (公式3)一小時區間內第k人的各種通訊方式i聯絡係數Ski最大值不可超過所有通訊方式權重最大值Wi一小時區間內是指通訊方式的i第一則時間往後加上一小時。 In the above formula 1, the weight value is limited: one hour interval, Max (Ski) ≦ Max (Wi) (Equation 3) The k-th person's various communication methods in the one-hour interval i. The maximum value of the contact coefficient Ski cannot exceed the maximum weight of all communication methods. In the value of Wi hour, it means that the first time of the communication method is one hour later.

於此實施例中說明假設要聯絡對象與朱小琪第一則即時通訊軟體訊息時間為9:10,則雖然9:10到10:10之間要聯絡對象與朱小琪即時通訊軟體訊息高達50次,但這段時間內即時通訊軟體係數只能算10,因為所有通訊方式權重最大值是語音通訊,而語音通訊權重為10。 In this embodiment, it is assumed that the time to contact the object and Zhu Xiaoqi's first instant messaging software message is 9:10, although the contact information and the Zhu Xiaoqi instant messaging software message between the 9:10 and 10:10 are up to 50 times, but During this time, the instant messaging software coefficient can only be counted as 10, because the maximum weight of all communication methods is voice communication, and the voice communication weight is 10.

請參閱第10圖,第10圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之數據輸入示意圖。如第10圖所示,數據接收與轉換模組110能接收聯絡人電話資料111、通聯記錄資料112、行程資料113及即時通訊軟體狀態資料114並轉換成所需格式存入數據資料庫120,其中圖示裡含聯絡人電話資料範例101、通聯記錄資料範例102、行程資料範例103及即時通訊軟體狀態資料範例104。 Please refer to FIG. 10, which is a schematic diagram of data input of a tracing system for finding a contact object by a recommended contact person according to the present invention. As shown in FIG. 10, the data receiving and converting module 110 can receive the contact telephone data 111, the communication record data 112, the itinerary data 113, and the instant messaging software status data 114, and convert the data into the data format library 120. The illustration includes a contact telephone data sample 101, a communication record data example 102, a trip data example 103, and an instant messaging software status data example 104.

請參閱第11圖,第11圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之聯絡人聯絡資料之示意圖。如第11圖所示,該聯絡人聯絡資料111來源可包括即時通訊軟體聯絡人電話資料11、手機聯絡人電話資料12、APP聯絡人電話資料13、email聯絡人電話資料14以及人工輸入聯絡人 電話資料15。 Please refer to FIG. 11. FIG. 11 is a schematic diagram of the contact information of the tracing system of the present invention by the recommended contact person. As shown in Figure 11, the contact information of the contact person 111 may include instant messaging software contact telephone information 11, mobile phone contact information 12, APP contact telephone information 13, email contact telephone information 14, and manual input contact. Telephone information 15.

請參閱第12圖,第12圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之聯絡人聯絡資料之示意圖。如第12圖所示,而該通聯記錄資料112來源可包括即時通訊軟體通聯記錄21、手機通聯記錄22、APP通聯記錄23以及email通聯記錄24。其中,即時通訊軟體通聯記錄21包含IM及通話記錄;其中,手機通聯記錄22包含簡訊及電話通聯記錄;其中,APP通聯記錄23包含IM、語音及視訊通聯記錄。 Please refer to FIG. 12, which is a schematic diagram of the contact information of the tracing system of the present invention by the recommended contact person. As shown in FIG. 12, the source of the communication record 112 may include an instant messaging software connection record 21, a mobile phone communication record 22, an APP communication record 23, and an email communication record 24. The instant messaging software communication record 21 includes an IM and a call record; wherein the mobile phone communication record 22 includes a short message and a telephone communication record; wherein the APP communication record 23 includes IM, voice, and video communication records.

請參閱第13圖,第13圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之行程資料之示意圖。如第13圖所示,該行程資料113來源可包括行事曆資料31以及差勤系統資料32。其中,該行事曆資料31包含公司內行事曆及外部行事曆;其中,差勤系統資料32包含上下班時間、出差時間以及出差事項。 Please refer to FIG. 13, which is a schematic diagram of the travel information of the tracing system of the present invention by the recommended contact person. As shown in FIG. 13, the source of the trip information 113 may include calendar data 31 and the weather system data 32. The calendar data 31 includes the company calendar and the external calendar; wherein the system data 32 includes the commute time, the travel time, and the business trip.

請參閱第8圖、第9圖及第14圖,第14圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統之調教學習模組之示意圖。如第8圖、第9圖及第14圖所示,該調教學習模組示140先由推薦結果與參數讀取單元141將使用者回饋的結果、之前的推薦結果及模型參數從數據資料庫120取出,然後再將這些資料經由評估分析單元142評估是否需要做參數調整。評估分析單元142判斷如果最後使用者回饋找到的人,是由S345、S348或S356推薦出,則進行分析,分析此人的Tk總值中,最大的Ski值是否為第二大Ski值的3倍以上,如果是的話則執行參數調整,不是的話就不需調整。如需要做參數調整,參數調整單元143負責將最大Ski值的Wi權重加0.1,並將調整結果存回數據資料庫120。 Please refer to FIG. 8 , FIG. 9 and FIG. 14 . FIG. 14 is a schematic diagram of the tuning learning module of the tracing system of the present invention by the recommended contact person. As shown in FIG. 8 , FIG. 9 and FIG. 14 , the training learning module 140 first retrieves the result of the user feedback, the previous recommendation result and the model parameter from the data database by the recommendation result and parameter reading unit 141 . The 120 is taken out, and then the data is evaluated via the evaluation analysis unit 142 to determine whether parameter adjustment is required. The evaluation analysis unit 142 determines that if the person found by the last user feedback is recommended by S345, S348 or S356, analyzes and analyzes whether the maximum value of the Tk of the person is the second largest value of Ski. More than double, if yes, perform parameter adjustment, if not, no adjustment is needed. If parameter adjustment is to be made, the parameter adjustment unit 143 is responsible for adding 0.1 to the Wi weight of the maximum Ski value and storing the adjustment result back to the data repository 120.

於此實施例中說明假設使用者回饋最後是透過朱小琪聯絡到要聯絡對象,則分析朱小琪的所有通訊方式聯絡係數,其中最大的聯絡係數值為即時通訊軟體訊息聯絡係數,值為40,而第二大的聯絡係數為App語音聯絡係數,值為10,因朱小琪的即時通訊軟體訊息聯絡係數值為App語音聯絡係數值3倍以上,所以將即時通訊軟體訊息權重加0.1,即時通訊軟體訊息權重變為0.6。。 In this embodiment, it is assumed that the user feedback is finally contacted by Zhu Xiaoqi to contact the object to be contacted. Then, the communication coefficient of all communication methods of Zhu Xiaoqi is analyzed. The maximum contact coefficient is the instant messaging software message contact coefficient, and the value is 40. The second contact factor is the App voice contact coefficient, which is 10, because Zhu Xiaoqi's instant messaging software message contact coefficient value is more than 3 times the App voice contact coefficient value, so the instant messaging software message weight is increased by 0.1, and the instant messaging software message weight is It becomes 0.6. .

請參閱第15A圖及第15B圖,第15A圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統與方法之實施例圖。第15B圖為本發明之藉由推薦聯絡人找到欲聯繫對象的尋人系統與方法之實施例之流程圖。如第15A圖及第15B圖所示,當有使用者3要求推薦聯絡人尋人時,行為模型推薦模組130則到數據資料庫120取得相關資料及參數值,行為模型推薦模組130計算分析後將推薦聯絡人回傳給使用者,使用者找到要聯絡對象後將此結果回饋,行為模型推薦模組130則將使用者回饋結果存回數據資料庫120,調教學習模組140再從數據資料庫120讀取資料、參數及使用者回饋結果,調教學習模組140將結果分析是否需要調整,如需調整參數則將調整結果存回數據資料庫120。 Please refer to FIG. 15A and FIG. 15B. FIG. 15A is a diagram showing an embodiment of a tracing system and method for finding a contact object by a recommended contact person according to the present invention. 15B is a flow chart of an embodiment of a tracing system and method for finding a contact object by a recommended contact person according to the present invention. As shown in FIG. 15A and FIG. 15B, when the user 3 requests the recommended contact person to search for a person, the behavior model recommendation module 130 obtains the relevant data and parameter values from the data database 120, and the behavior model recommendation module 130 calculates. After the analysis, the contact person is sent back to the user, and the user finds the contact object to feedback the result, and the behavior model recommendation module 130 saves the user feedback result to the data database 120, and the training learning module 140 The data database 120 reads the data, the parameters and the user feedback result, and the training learning module 140 analyzes whether the result needs to be adjusted. If the parameter needs to be adjusted, the adjustment result is saved back to the data database 120.

而此實施例中之流程步驟可包含: The process steps in this embodiment may include:

S201 使用者透過行為模型推薦模組130要求推薦聯絡人尋人。 The S201 user requests the contact person to search for a person through the behavior model recommendation module 130.

S202 依據數據資料庫120取得相關資料及參數值。 S202 obtains related data and parameter values according to the data database 120.

S203 該數據資料庫120透過該行為模型推薦模組130將推薦聯絡人回傳給使用者3。 S203 The data database 120 transmits the recommended contact back to the user 3 through the behavior model recommendation module 130.

S204 使用者3回傳回饋結果至該行為模型推薦模組130。 S204 The user 3 returns the feedback result to the behavior model recommendation module 130.

S205 該行為模型推薦模組130將使用者3之回饋結果存入數據資料庫120。 S205 The behavior model recommendation module 130 stores the feedback result of the user 3 in the data repository 120.

S206 調教學習模組140讀取資料、參數及使用者回饋結果。 The S206 training learning module 140 reads data, parameters, and user feedback results.

S207 如有需要調整校正該調教學習模組140則將調整結果回傳存入該數據資料庫120。 S207 If the adjustment training module 140 is adjusted, the adjustment result is returned to the data database 120.

本發明之藉由推薦聯絡人找到欲聯繫對象的尋人方法與系統透過該行為模型推薦模組可給予推薦聯繫名單及其聯絡資料,並經由調教學模組定期更新調整回饋結果,讓使用者可有效地找到可聯絡上對方的人,以滿足聯絡對方之需求,另也提供調教學習模組,讓使用者回饋推薦結果,調整行為模型推薦模組,使後續之推薦更有效。 The method for searching for a person to find a contact person by the recommended contact person and the system can provide a recommended contact list and contact information through the behavior model recommendation module, and periodically update and adjust the feedback result through the tuning teaching module to allow the user to It can effectively find the person who can contact the other party to meet the needs of the contact person. It also provides the training module, allowing the user to feedback the recommendation result and adjust the behavior model recommendation module to make the follow-up recommendation more effective.

上列詳細說明乃針對本發明之一可行實施例進行具體說明,惟該實施例並非用以限制本發明之專利範圍,凡未脫離本發明技藝精神所為之等效實施或變更,均應包含於本案之專利範圍中。 The detailed description of the present invention is intended to be illustrative of a preferred embodiment of the invention, and is not intended to limit the scope of the invention. The patent scope of this case.

綜上所述,本案不僅於技術思想上確屬創新,並具備習用之傳統方法所不及之上述多項功效,已充分符合新穎性及進步性之法定發明專利要件,爰依法提出申請,懇請 貴局核准本件發明專利申請案,以勵發明,至感德便。 To sum up, this case is not only innovative in terms of technical thinking, but also has many of the above-mentioned functions that are not in the traditional methods of the past. It has fully complied with the statutory invention patent requirements of novelty and progressiveness, and applied for it according to law. Approved this invention patent application, in order to invent invention, to the sense of virtue.

S210~S260‧‧‧流程步驟 S210~S260‧‧‧ Process steps

Claims (12)

一種藉由推薦聯絡人找到欲聯繫對象的尋人系統,其至少包括:一數據接收與轉換模組,接收使用者之數據資料並轉換所需格式;一數據資料庫,接收傳送該數據資料,儲存聯絡人通訊資料、各項通聯記錄、行程資料、通訊軟體狀態、使用行為模型參數、行為模型中間運算分數及推薦結果;一行為模型推薦模組,接收數據資料配合使用行為模型參數建立對應的推薦模組,而中間運算分數及推薦結果會接收傳送該數據資料庫;以及一調教學習模組,接收傳送該數據資料庫與該行為模型推薦模組,並針對該行為模型推薦模組結果分析調整模型參數值;其中,該數據接收與轉換模組傳送接收使用者之數據資料並將該數據資料回傳至該數據資料庫,該數據資料庫存取該數據資料並傳送至該行為模型推薦模組與該調教學習模組;其中,該調教學習模組更包括:一推薦結果與參數讀取單元,讀取該行為模型推薦模組結果及行為模型各參數;一評估分析單元,接收該推薦結果與參數讀取單元之推薦結果與參數進行分析;以及 一參數調整單元,接收該推薦結果分析並對行為模型的參數做調整,並將該調整結果回傳存入該數據資料庫。 A tracing system for finding a contact object by recommending a contact person, comprising at least: a data receiving and converting module, receiving data data of the user and converting the required format; and a data database receiving and transmitting the data data, Storing contact communication data, various communication records, itinerary data, communication software status, usage behavior model parameters, behavior model intermediate calculation scores and recommendation results; a behavior model recommendation module, receiving data data and using behavior model parameters to establish corresponding The module is recommended, and the intermediate operation score and the recommendation result are received and transmitted; and a training learning module receives and transmits the data database and the behavior model recommendation module, and recommends the module result analysis for the behavior model. Adjusting the model parameter value; wherein the data receiving and converting module transmits the data data of the receiving user and returns the data data to the data database, wherein the data data inventory takes the data data and transmits the data to the behavior model recommendation mode And the training module; wherein the training module further includes A recommendation result parameter reading unit that reads the parameters of the behavioral model and behavior model recommendation module results; analyzing an evaluation unit, which receives the recommendation result parameter read parameter recommendation result of the analysis unit; and A parameter adjustment unit receives the recommendation result analysis and adjusts the parameters of the behavior model, and returns the adjustment result to the data database. 如申請專利範圍第1項所述之藉由推薦聯絡人找到欲聯繫對象的尋人系統,其中該數據接收與轉換模組之數據資料係為聯絡人聯絡資料、通聯記錄資料、行程資料或即時通訊軟體狀態資料。 The search system for finding the contact person by the recommended contact person as described in the first application of the patent scope, wherein the data of the data receiving and conversion module is contact information, travel record information, itinerary information or instant Communication software status data. 如申請專利範圍第2項所述之藉由推薦聯絡人找到欲聯繫對象的尋人系統,其中該聯絡人聯絡資料係為即時通訊軟體聯絡人電話資料、行動裝置聯絡人電話資料、APP聯絡人電話資料、Email聯絡人電話資料或人工輸入聯絡人電話資料。 For example, the referral contact person finds the tracing system to be contacted by the contact person as described in item 2 of the patent application scope, wherein the contact person contact information is the instant messaging software contact person telephone data, the mobile device contact person telephone information, and the APP contact person. Telephone information, email contact information or manual entry of contact information. 如申請專利範圍第2項所述之藉由推薦聯絡人找到欲聯繫對象的尋人系統,其中該通聯紀錄資料係為即時通訊軟體通聯記錄、行動裝置通聯記錄、APP通聯記錄或Email通聯記錄。 The search system for finding a contact person by the recommended contact person as described in item 2 of the patent application scope, wherein the communication record data is an instant messaging software communication record, a mobile device communication record, an APP communication record or an email communication record. 如申請專利範圍第2項所述之藉由推薦聯絡人找到欲聯繫對象的尋人系統,其中該行程資料係為行事曆資料或差勤系統資料。 As described in the second paragraph of the patent application, the referee is found by the recommended contact person, and the travel information is the calendar data or the service system data. 如申請專利範圍第1項所述之藉由推薦聯絡人找到欲聯繫對象的尋人系統,其中該行為模型推薦模組更包括相連接之即時通訊軟體推薦模組、行事曆推薦模組與出差推薦模組、上班推薦模組及一般推薦模組。 As described in claim 1, the recommended contact person finds the tracing system to be contacted by the contact person, wherein the behavior model recommendation module further includes a connected instant messaging software recommendation module, a calendar recommendation module, and a business trip. Recommended modules, work recommendation modules and general recommendation modules. 一種藉由推薦聯絡人找到欲聯繫對象的尋人方法,其步驟至少包括: A.行為模型推薦模組接收使用者之要求推薦聯絡人尋人;B.該行為模型推薦模組依據數據資料庫取得相關資料及參數值進行分析;C.該數據資料庫透過該行為模型推薦模組將推薦聯絡人回傳給使用者;D.使用者回傳回饋結果至該行為模型推薦模組;E.該行為模型推薦模組將使用者之回饋結果存入數據資料庫;F.調教學習模組讀取資料、參數及使用者回饋結果;以及G.如有需要調整校正該調教學習模組則將調整結果回傳存入該數據資料庫。 其中,透過該參數計算出權限值,且該權限值越大係為最常聯絡人,而該參數之計算公式係為:Ski=Wi×Xki (公式1) Tk=Σ Ski (公式2)Ski:第k人的通訊方式i的聯絡係數Wi:通訊方式i權重Xki:第k人的通訊方式i通訊次數Tk:第k人的總聯絡係數。 A method for searching for a person to whom a contact person is to be contacted by recommending a contact, the steps of which at least include: A. The behavior model recommendation module receives the user's request to recommend the contact person to find the person; B. The behavior model recommendation module obtains the relevant data and parameter values according to the data database for analysis; C. The data database is recommended through the behavior model The module will return the recommended contact to the user; D. the user returns the feedback result to the behavior model recommendation module; E. the behavior model recommendation module stores the feedback result of the user into the data database; The training learning module reads the data, parameters and user feedback results; and G. If necessary, adjust the adjustment learning module to transfer the adjustment result back to the data database. Wherein, the authority value is calculated by the parameter, and the larger the authority value is the most common contact, and the calculation formula of the parameter is: Ski=Wi×Xki (Formula 1) Tk=Σ Ski (Formula 2) Ski : Communication factor i of the kth person's communication method Wi: Communication method i weight Xki: Communication method of the kth person i Communication number Tk: Total contact coefficient of the kth person. 如申請專利範圍第7項所述之藉由推薦聯絡人找到欲聯繫對象的尋人方法,其中該行為模型推薦模組之步驟更包括: A.判斷即時通訊軟體狀態是否為線上,若是,查詢近期聯絡人資料,若否,查詢行事曆是否有行程;B.判斷行事曆是否有行程,若是,查詢行事曆推薦模組之目前行程,若否,則接續查詢差勤系統狀態;C.判斷差勤系統狀態是否出差,若是,查詢出差推薦模組之推薦人資料,D.若否,則進一步判斷是否為上班時段,若是,依據上班推薦模組尋找推薦人,若否,則依據一般推薦模組尋找推薦聯絡人。 The method for recommending a module to be contacted by the recommended contact person as described in claim 7 of the patent application scope, wherein the step of the behavior model recommendation module further includes: A. Determine whether the instant messaging software status is online. If yes, query the recent contact information. If not, check whether the calendar has a itinerary. B. Determine whether the calendar has a itinerary. If yes, query the current itinerary of the calendar recommendation module. If not, then continue to check the status of the service system; C. Determine whether the status of the service system is out of business, if yes, query the recommender information of the travel recommendation module, D. If no, further determine whether it is the working time, if yes, according to work The recommended module looks for a recommender, and if not, it looks for a recommended contact based on the general recommendation module. 如申請專利範圍第8項所述之藉由推薦聯絡人找到欲聯繫對象的尋人方法,其中該即時通訊軟體狀態之步驟更包括:A.該即時通訊軟體推薦模組先判斷要找的對象即時通訊軟體有無聯絡人;B.如有則繼續判斷所有聯絡人中至少有一聯絡人含有聯絡資料;若否,則結束此流程,判斷所有聯絡人中至少有一聯絡人含有聯絡資料時;C.若是,則繼續判斷至少有一個狀態為線上的聯絡人且此聯絡人有聯絡資料;若否,則判斷是否至少有一個狀態為線上的聯絡人;D.判斷至少有一個狀態為線上的聯絡人且此聯絡人有聯絡資料時;若是,則取得狀態為線上且有聯絡資料之最後聯絡人聯絡資料,結束此流程;若否,則取得有聯絡資料的最後聯絡人聯絡資料,結束此流程;以及 E.判斷是否至少有一個狀態為線上的聯絡人時;若是,則取得狀態為線上之最後聯絡人顯示名稱及帳號,結束此流程;若否,則取得最後聯絡的聯絡人顯示名稱及帳號。 The method for finding a person to be contacted by the recommended contact person as described in claim 8 of the patent application scope, wherein the step of the instant messaging software state further comprises: A. the instant messaging software recommendation module first determines the object to be found Whether the instant messaging software has a contact person; B. If yes, continue to judge that at least one of the contacts has contact information; if not, terminate the process and determine that at least one of the contacts has contact information; C. If yes, continue to determine that at least one contact is online and the contact has contact information; if not, determine if there is at least one contact on the line; D. determine that at least one contact is online And if the contact person has the contact information; if yes, the contact information of the last contact with the contact information is completed, and the process is terminated; if not, the last contact contact information with the contact information is obtained, and the process is terminated; as well as E. Determine whether at least one of the statuses is an online contact; if yes, the status is the last contact display name and account number on the line, and the process ends; if not, the contact name and account number of the last contact are obtained. 如申請專利範圍第8項所述之藉由推薦聯絡人找到欲聯繫對象的尋人方法,其中該差勤系統狀態之步驟更包括:A.先查看差勤記錄中是否有一起出差同事或拜訪客戶;若是,則判斷是否有一起出差同事聯絡資料;B.若否,則查看email通聯記錄是否有一起出差同事或客戶的聯絡資料;查看email通聯記錄是否有一起出差同事或客戶的聯絡資料時,若是,則判斷是否有一起出差同事聯絡資料;C.若否,則結束此流程;D.判斷是否有一起出差同事聯絡資料時:若是,則取得出差同事聯絡資料,若否接續下列流程;E.若否,則判斷是否有拜訪客戶聯絡資料;以及F.若是,則取得拜訪客戶聯絡資料;若否則結束此流程。 The method for finding a person to be contacted by the recommended contact person as described in item 8 of the patent application scope, wherein the step of the status of the system of the duty system further comprises: A. first checking whether there is a traveling business colleague or visiting in the time record Customer; if yes, judge whether there is a contact information for a business trip; B. If no, check whether the email communication record has contact information of a business trip colleague or customer; check if the email communication record has contact information of a business trip colleague or customer If yes, determine whether there is a contact information for a business trip; C. If no, end the process; D. Determine whether there is a contact information for a business trip: if yes, obtain contact information for the business trip, if not, follow the following procedures; E. If no, judge whether there is any customer contact information; and F. If yes, obtain the customer contact information; otherwise, terminate the process. 如申請專利範圍第8項所述之藉由推薦聯絡人找到欲聯繫對象的尋人方法,其中該上班推薦模組之步驟更包括:A.先查看通訊記錄近期時間內是否有與他人聯絡;若是,則繼續判斷是否有相約之人聯絡資料;若否,則跳到取得最常聯絡同事聯絡資料流程;B.判斷是否有相約之人聯絡資料時;若是,則取得聯絡人聯絡資料;若否,取得與誰聯絡;不論是否接續下列流 程;C.接著,取得最常聯絡同事聯絡資料,再取得上一層主管聯絡資料;以及D.取得最後電話聯絡人聯絡資料與最常聯絡人聯絡資料。 The method for finding a person to be contacted by the recommended contact person as described in claim 8 of the patent application scope, wherein the step of recommending the module to work includes: A. first checking whether the communication record is in contact with others in the near future; If yes, continue to determine whether there is a contact person's contact information; if not, skip to the process of obtaining the contact information of the most frequently contacted colleagues; B. Determine whether there is a contact person to contact the information; if yes, obtain contact contact information; No, get contact with whom; whether or not to continue the following flow Cheng; C. Next, obtain the contact information of the most frequently contacted colleagues, and then obtain the contact information of the supervisor in the previous level; and D. Obtain the contact information of the last telephone contact person and the contact information of the most frequent contacts. 如申請專利範圍第7項所述之藉由推薦聯絡人找到欲聯繫對象的尋人方法,其中該權重值限制係為一時區間,而計算公式係為Max(Ski)≦Max(Wi) (公式3)。 The method for finding a person to be contacted by the recommended contact person as described in claim 7 of the patent application scope, wherein the weight value limit is a one-time interval, and the calculation formula is Max(Ski)≦Max(Wi) (formula 3).
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