WO2016002285A1 - 情報処理装置、情報処理方法およびプログラム - Google Patents
情報処理装置、情報処理方法およびプログラム Download PDFInfo
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- WO2016002285A1 WO2016002285A1 PCT/JP2015/060570 JP2015060570W WO2016002285A1 WO 2016002285 A1 WO2016002285 A1 WO 2016002285A1 JP 2015060570 W JP2015060570 W JP 2015060570W WO 2016002285 A1 WO2016002285 A1 WO 2016002285A1
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- route
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Classifications
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
- G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
- G01C21/26—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
- G01C21/34—Route searching; Route guidance
- G01C21/3407—Route searching; Route guidance specially adapted for specific applications
- G01C21/343—Calculating itineraries, i.e. routes leading from a starting point to a series of categorical destinations using a global route restraint, round trips, touristic trips
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- G—PHYSICS
- G01—MEASURING; TESTING
- G01C—MEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
- G01C21/00—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00
- G01C21/26—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network
- G01C21/28—Navigation; Navigational instruments not provided for in groups G01C1/00 - G01C19/00 specially adapted for navigation in a road network with correlation of data from several navigational instruments
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q50/00—Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
- G06Q50/10—Services
Definitions
- This disclosure relates to an information processing apparatus, an information processing method, and a program.
- Patent Document 1 proposes a technique for storing position information with improved accuracy in a navigation system.
- a route is proposed according to conditions such as a user's current location, destination, and transportation, but the route thus proposed does not necessarily satisfy the user's demand. It did not always meet. For example, when the user does not necessarily want to arrive at the destination via the shortest route, more specifically, when the user is moving for sightseeing or the like, it is proposed by the navigation system. The route was not always optimal.
- a new and improved information processing apparatus, information processing method, and program that can generate more effective navigation information to support a user's action using the user's action log Propose.
- an action log acquisition unit that acquires an action log indicating a route group including a route that each of a plurality of users has passed, and an optimal route from the route group based on a statistical index related to the action log
- an information processing apparatus including a route extraction unit that extracts a route information and an information providing unit that provides information indicating the optimum route.
- an action log indicating a route group including a route that each of a plurality of users has passed and the processor is optimized from the route group based on a statistical index related to the action log.
- An information processing method including extracting a correct route and providing information indicating the optimum route is provided.
- an optimal route is obtained from the route group.
- FIG. 1 is a diagram illustrating a schematic configuration of a system according to a first embodiment of the present disclosure.
- FIG. It is a figure which shows the 1st example of the user interface provided by the planning application in 1st Embodiment of this indication. It is a figure which shows the 2nd example of the user interface provided by the planning application in 1st Embodiment of this indication. It is a figure which shows the 3rd example of the user interface provided by the planning application in 1st Embodiment of this indication.
- 5 is a diagram for describing extraction of a route according to the first embodiment of the present disclosure.
- FIG. 5 is a diagram for describing extraction of a route according to the first embodiment of the present disclosure.
- FIG. 5 is a diagram for describing extraction of a route according to the first embodiment of the present disclosure.
- FIG. 5 is a diagram for describing extraction of a route according to the first embodiment of the present disclosure.
- FIG. It is a figure for demonstrating evaluation of the route in 1st Embodiment of this indication.
- It is a figure which shows the example of the user interface provided by the planning application in 2nd Embodiment of this indication.
- It is a figure showing an example of a user interface which displays a route generated in a 2nd embodiment of this indication.
- It is a figure which shows the example of the information displayed additionally in the user interface shown in FIG.
- FIG. It is a figure which shows the example of the user interface shown by the log display function in 2nd Embodiment of this indication.
- FIG. 5 is a diagram illustrating an example of a user interface according to another embodiment of the present disclosure.
- FIG. 14 is a diagram illustrating an example of a user interface according to still another embodiment of the present disclosure.
- FIG. 3 is a block diagram illustrating a hardware configuration example of an information processing apparatus according to an embodiment
- FIG. 1 is a diagram illustrating a schematic configuration of a system according to the first embodiment of the present disclosure.
- the system 10 includes a client 100 and a server 200.
- the client 100 is provided with a planning application (application software) 110 and a navigation application 120.
- a planning application application software
- a navigation application 120 In the server 200, information processing for providing a service by the above-described application is executed by the client 100.
- the client 100 is realized by a terminal device such as a smartphone, a tablet, or a PC (Personal Computer).
- a terminal device such as a smartphone, a tablet, or a PC (Personal Computer).
- a hardware configuration example of the terminal device will be described later as a hardware configuration example of the information processing device.
- the client 100 may include a first terminal device that provides the planning application 110 and a second terminal device that provides the navigation application 120.
- the second terminal device may be a mobile device carried by the user or a wearable device worn by the user, but the first terminal device may not be such a device, such as a television or desktop PC.
- Such a stationary terminal device may be used.
- the terminal device may be a mobile device or a wearable device.
- the client 100 presents various information to the user and accepts user operation input. Therefore, the client 100 may include an input / output unit, or an input / output device may be externally connected to the client 100.
- the client 100 may be realized by a combination of a plurality of devices such as an input / output device and an information processing device that processes input and output information and exchanges the information with the server 200, for example.
- the smartphone may realize the entire function of the client 100, or a combination of a wearable device used as an input / output device and a smartphone A function may be realized.
- the planning application 110 presents spot information 112 and has a condition input function 114.
- the spot information 112 is information provided from the server 200, and indicates a geographical spot defined in an area where the user intends to act. For example, if the user is going to tour a certain city, spot information 112 indicating a transportation hub such as a station or a bus terminal, a tourist spot, a shopping area, a hotel or the like as a starting point of action can be provided.
- the spot information 112 further includes images and / or explanations for each spot, average stay time of each spot, distance between spots or average travel time, images taken by other users related to the spot, and social media Additional information such as posts may be included.
- the user inputs a desired condition using the condition input function 114 while referring to the spot information 112.
- the conditions include, for example, the starting point or destination of the route for visiting the spots in order (which may be the above-mentioned spot), the spot that the user wants to visit, the user's preference regarding the spot, the start time and end time of the entire route (or Time required).
- the navigation application 120 includes a context sensor 130, a map display function 140, and a log display function 150.
- the navigation application 120 provides real-time navigation to the user according to the route automatically generated by the server 200 based on the conditions input by the planning application 110.
- the context sensor 130 includes an image sensor 132, a position sensor 134, and a behavior sensor 136.
- the image sensor 132 includes, for example, a camera included in a terminal device that implements the client 100.
- the image sensor 132 may acquire an image when acquisition of an image is instructed by a user operation.
- the image sensor 132 continuously acquires a user's field-of-view image like a camera mounted on a wearable device.
- the position sensor 134 includes, for example, a receiver of a positioning system such as a GNSS (Global Navigation Satellite System) including GPS (Global Positioning System), a communication device that performs base station positioning, and is carried or attached by a user.
- the position of the client 100 is detected.
- the behavior sensor 136 includes an acceleration sensor, a gyro sensor, a geomagnetic sensor, and / or an atmospheric pressure sensor, and acquires sensor data for recognizing a user's behavior by a behavior recognition technique.
- the context sensor 130 can provide the server 200 with information including an image such as a photograph acquired by the user and the context of the user's action.
- the context of the action includes, for example, the face and food included in the image acquired during the action, the scenery, the type of sound acquired during the action, the latitude and longitude of the position where the action occurred, the stay / movement, the location attribute, It can be defined based on weather, mode of transportation, companion, etc.
- the map display function 140 displays a map for navigation according to the information provided by the server 200. For example, information such as a route automatically generated by the server 200, spots on or around the route, and postings of other users related to the route and the spot can be displayed on the map.
- the map displayed by the map display function 140 can be updated at any time according to, for example, the progress of the route, the change of the route planned by the user, the information on the route or the spot is updated, and the like.
- the log display function 150 displays a user action log in accordance with the information provided by the server 200.
- the log includes, for example, a spot visited by the user, a photograph taken by the user at the spot, posting to social media, and the like. For example, the user can look back on the action of the day by referring to the log after finishing the action of the day.
- the log may be shared with other users.
- the server 200 is realized by one or a plurality of server devices on the network.
- a hardware configuration example of the server apparatus will be described later as a hardware configuration example of the information processing apparatus.
- the server 200 includes an action log acquisition unit 202, a process division unit 204, a route determination unit 206, an information provision unit 208, an action acquisition unit 210, a DB (database) 220, and a log editing unit 230.
- Each unit other than the DB 220 is realized by, for example, a communication device and a processor included in the server device.
- the DB 220 is realized by a storage or a memory included in the server device.
- the action log acquisition unit 202 acquires a user action log.
- the action log may be acquired by a sensor similar to the context sensor 130 described above, for example, or may be acquired by a simpler sensor.
- the action log includes, for example, a history of user location information.
- the action log may include an image acquired with the user's action, a context of the user's action, and the like.
- the users who provide the action log to the action log acquisition unit 202 may include one or more users that are different from the users who use the planning application 110 and the navigation application 120. For example, these users may have already visited a geographical spot that a user who uses the planning application 110 or the navigation application 120 is about to visit.
- the process dividing unit 204 divides the user's process indicated by the action log acquired by the action log acquiring unit 202. More specifically, the process dividing unit 204 identifies the geographical spot visited by the user in the process indicated by the action log, and corresponds to the movement between the section corresponding to the stay at the spot and the process. It divides into the section to do. At this time, the process dividing unit 204 may automatically specify a region where the user's staying state is indicated as a geographical spot based on position information included in the action log or action recognition information. Or the process division
- POI Point Of Interest
- the process dividing unit 204 can calculate the stay time of the user at each spot and the required time for movement between spots by dividing the process into a stay section and a travel section. For example, the staying time may be calculated based on the time indicated by the action log that the user is located in the area corresponding to the spot.
- the information on the geographical spot specified here and the information on the stay time and the required time can be used for processing in the route determination unit 206 described later.
- a user who provides an action log to the action log acquisition unit 202 will be described as a first user, and a user who uses the planning application 110 and the navigation application 120 will be described as a second user.
- the first user and the second user may be different users.
- a behavior log acquires the behavior log which the 2nd user provided in the past, it may be understood that the 1st user contains the 2nd user.
- the route determination unit 206 determines a route for the second user to visit geographical spots in order based on the first user's behavior log acquired by the behavior log acquisition unit 202.
- the geographical spot visited by the second user may be a part or all of the geographical spot visited by the first user.
- the behavior log may include a log when a plurality of users visit different spots. Therefore, when a sufficient number of action logs are acquired, it may be possible to cover spots that the user may visit in a certain area, for example.
- the route determination unit 206 selects, from such a spot group, a spot that becomes a departure point and a destination of a route, a start time, and a start time according to an operation input by the second user via the condition input function 114 of the planning application 110, for example.
- the route determination unit 206 determines a route for sequentially visiting the essential spot and other spots that can additionally be visited between the start time and the end time. In order to determine such a route, information on the user's stay time at each spot and the time required for movement between spots calculated by the process dividing unit 204 can be used.
- the action log of the first user acquired by the action log acquisition unit 202 may include logs when a plurality of users visit different spots.
- a geographic spot visited by a first user includes a first spot, a second spot, and a third spot, and the first user is from the first spot to the second spot. It may include a user who has moved and a user who has moved from the second spot to the third spot.
- the route determination unit 206 is based on the routes from different users to the route from the first spot to the second spot and the route from the second spot to the third spot. May be determined.
- the geographical spot visited by the first user includes a first spot and a second spot, and the first user moves a plurality of users from the first spot to the second spot.
- the action log may indicate a route group including a route through which each of these users passes when moving from the first spot to the second spot.
- the route determination unit 206 extracts a route for the second user to move from the first spot to the second spot from the above route group.
- the route determination unit 206 may extract an optimum route based on a statistical index related to the action log.
- the statistical index includes the number of users that have passed through each of the routes included in the route group.
- the route determination unit 206 may extract a route passed by more users as an optimum route.
- the statistical index includes an amount of activities of a plurality of users that have occurred on a route included in the route group.
- the route determination unit 206 may extract a route where more activity has occurred as an optimum route.
- the activity can include, for example, taking a picture, posting to social media, and the like.
- the route determination unit 206 may change the index for extracting the optimum route according to the attribute or purpose of the second user.
- the indicator may change depending on whether the second user wants to visit more spots without waste or visit fewer spots. For example, if the user wants to visit more spots, a route with a shorter distance and required time may be selected than a route that has taken many photos or posted to social media.
- the route determination unit 206 may extract any one of the routes included in the route group as an optimal route, or optimally connect the fragments of at least a part of the routes included in the route group. A route may be extracted.
- the information providing unit 208 provides information indicating the route determined by the route determining unit 206 to the second user.
- the information providing unit 208 may provide information as a planning result (automatically generated route) in the planning application 110, or may provide information as a navigation target in the navigation application 120, for example.
- a more specific example of a user interface for providing information indicating a route by the planning application 110 and the navigation application 120 will be described later.
- the action acquisition unit 210 acquires the second user's action on the information provided by the information providing unit 208. For example, the action acquisition unit 210 acquires a condition input by the second user who refers to the information presented as the spot information 112 in the planning application 110 using the condition input function 114 and an instruction for automatically generating a route. To do. The action acquisition unit 210 provides these conditions and instructions to the route determination unit 206, and the route determination unit 206 starts a route determination process based on these conditions and instructions. In addition, for example, the action acquisition unit 210 acquires a second user action for information presented in the map display function 140 in the navigation application 120, for example, information indicating the first user activity on the route. May be.
- This action can indicate, for example, that the second user is interested in the information.
- the route determination unit 206 may re-execute determination of a route for the second user based on the action information provided from the action acquisition unit 210.
- the action by the second user may indicate a change or addition of the route destination or waypoint.
- the DB 220 stores various data handled by the server 200.
- the behavior log acquired by the behavior log acquisition unit 202 is stored in the DB 220.
- the DB 220 also stores a user action log provided by the context sensor 130.
- the behavior log provided by the context sensor 130 for a certain user may be read from the DB 220 by the behavior log acquisition unit 202 and used for determining a route for another user.
- the action log stored in the DB 220 is also used for log editing by the log editing unit 230.
- the log editing unit 230 edits a log to be displayed by the log display function 150 of the navigation application 120.
- the log editing unit 230 edits the log based on the position information of the user provided by the context sensor 130, an image such as a photo, posting on social media, and other action contexts.
- FIG. 2 is a diagram illustrating a first example of a user interface provided by the planning application in the first embodiment of the present disclosure.
- a screen 1000 includes a map 1010, a spot icon 1011, a category input box 1021, a spot name input box 1022, a spot addition button 1023, a route creation button 1024, and a departure place display 1025.
- a via spot display 1026 and a destination display 1027 are displayed.
- the screen 1000 is, for example, a display provided in a terminal device that implements the client 100, or a display externally connected to the terminal device (not limited to a flat display, such as a light guide mechanism mounted on a curved display or eyewear). (The same applies to the following examples).
- the user's operation input with respect to the screen 1000 is, for example, a touch sensor (which may constitute a touch panel) provided in the terminal device, an input device such as a mouse or a keyboard, or a similar input device externally connected to the terminal device, Alternatively, it is acquired by a device that realizes a NUI (Natural User Interface) such as a voice or a gesture.
- NUI Natural User Interface
- the map 1010 displays the area targeted for planning.
- the area to be planned may be selected from options prepared in advance, or may be freely set by an operation of scrolling the map 1010 or zooming in / out. Further, the map 1010 may be capable of zooming in / out or scrolling in the area after the area to be planned is determined.
- the spot icon 1011 is an icon that displays the position of the spot on the map 1010.
- the spot icon 1011 may display only the position of the spot as in the illustrated example, and when selected by a user operation, a spot name or other additional information may be popped up.
- the spot icon 1011 may be displayed with information such as a spot name regardless of selection by a user operation.
- the category input box 1021 and the spot name input box 1022 are input units for designating spots.
- the user may input a spot name already known in the spot name input box 1022 by text.
- a spot name may be automatically input to the spot name input box 1022.
- the category input box 1021 is used to facilitate input using the spot name input box 1022.
- the category input box 1021 may be capable of selecting a spot category (eg, a traffic hub, a tourist spot, a shopping area, a hotel, etc.) using a drop-down list.
- a spot category eg, a traffic hub, a tourist spot, a shopping area, a hotel, etc.
- a spot name input box 1022 may provide a drop-down list that displays spot names corresponding to the specified category (in this case, the category is specified). (If not, a drop-down list showing all spot names may be provided).
- the spot icon 1011 corresponding to the specified category is highlighted on the map 1010 (for example, other spot icons are displayed lightly or not displayed). May be).
- the spot addition button 1023 is a button for adding the spot designated by the spot name input box 1022 as the starting point, destination or waypoint of the route. For example, a spot added by first pressing the spot addition button 1023 is set as a departure place, and a spot added by pressing the spot addition button 1023 at the end before pressing the route creation button 1024 is set as a destination. Other spots may be automatically recognized as transit points. Alternatively, the spot addition button 1023 may be prepared for the departure point, the destination, and the waypoint, or the settings of the departure point, the destination, and the waypoint may be switched by a radio button or the like.
- the route creation button 1024 is a button for starting automatic creation of a route having the spot added by using the spot addition button 1023 as a departure point, a destination, and a waypoint.
- a route creation request is transmitted from the client 100 to the server 200, and a screen for displaying a route as described later is displayed based on information received as a response from the server 200. .
- the starting point display 1025, the way point display 1026, and the destination point display 1027 display the route starting point, way point, and destination spot name added by the above-described spot addition button 1023.
- the added spot can be deleted by selecting an “x” (x-mark) associated with each display.
- a time display is attached to the departure place display 1025 and the destination display 1027. These times indicate the scheduled departure time of the departure place (that is, the start time of the route) and the estimated arrival time of the destination (that is, the end time of the route). By separately providing input means (not shown) for setting these times, the user can specify the required time of the entire route and the time zone in which the plan is executed as a condition.
- FIG. 3 is a diagram illustrating a second example of a user interface provided by the planning application in the first embodiment of the present disclosure.
- spot information 1110 and travel route information 1120 are displayed on a screen 1100.
- the spot information 1110 can include an estimated arrival time 1111, a stay time guide 1112, and a development icon 1113.
- the travel route information 1120 may include a required time guide 1121, a route reference link 1122, and an image reference icon 1123.
- the screen 1100 is also displayed on, for example, a display included in a terminal device that implements the client 100 or a display externally connected to the terminal device.
- the spots displayed by the spot information 1110 include spots automatically added according to the required time of the entire route in addition to the spots of the departure point, waypoints, and destination selected on the screen 1000 above. (In the illustrated example, the spot selected as the waypoint is treated as an essential spot in the processing of the route determination unit described above).
- the movement route information 1120 displays information about a route moving between spots displayed by the spot information 1110. Details of the route determination method will be described later.
- the stay time guide 1112 included in the spot information 1110 is displayed based on the average value of the time during which the user stays at the spot, which is calculated based on the logs of other users.
- the required time guide 1121 included in the travel route information 1120 is displayed based on the average value of the required time of the user using the same moving means, which is calculated based on the logs of other users.
- the expansion icon 1113 is an icon for displaying additional information such as related images and / or explanations and postings of other users for each spot.
- the user can refer to more detailed information by selecting the expansion icon 1113 for, for example, a spot that is interested or not well known.
- the route map reference link 1122 is a link for displaying a route map for each moving route. For example, the user can display a route map by selecting the route map reference link 1122 for a travel route whose route is not well understood.
- the image reference icon 1123 is displayed when there is a photograph taken on the route by another user for each moving route. For example, in a town with tourist spots, there are also attractions on the travel route, and it is not necessary to stay, but photographs may be taken. By selecting an image reference icon 1123, the user can refer to such an image showing highlights other than the spots.
- FIG. 4 is a diagram illustrating a third example of the user interface provided by the planning application in the first embodiment of the present disclosure.
- a map 1210, a spot icon 1211, and a route 1212 are displayed on the screen 1200.
- the screen 1200 is also displayed on, for example, a display included in a terminal device that implements the client 100 or a display externally connected to the terminal device.
- a route automatically generated based on the conditions input on the screen 1000 is displayed on the map 1210.
- the spot icon 1211 may be the same icon as the spot icon 1011 displayed on the map 1010 on the screen 1000, but may be displayed limited to spots included in the generated route.
- the icons of other spots may not be displayed or may be displayed in a state that is less conspicuous than the spot icon 1211 (such as translucent).
- the route 1212 displays a route for moving between spots displayed by the spot icon 1211.
- FIG. 5A to FIG. 5C are diagrams for explaining route extraction in the first embodiment of the present disclosure.
- FIG. 5A shows a route 1212a that is selected without depending on a statistical index related to an action log for comparison.
- the shortest route as shown in FIG. 5A is generally selected.
- the selection of the shortest route as shown in FIG. 5A is not necessarily valid.
- FIG. 5B shows a route 1212b selected based on a heat map indicating a travel route often used by other users.
- the heat map in the illustrated example indicates the number of users who have passed through each of the routes included in the route group indicated by the action log. More specifically, for example, this heat map is generated by superimposing time-series data of positional information of a plurality of users as a histogram.
- a heat map having a uniform density is shown for the sake of printing, but in practice, a heat map in which the density changes stepwise or continuously may be generated. The portion displayed at a higher density in the heat map indicates a region through which more users have passed.
- a heat map as shown in FIG. 5B is generated based on the behavior log of another user who has also acted in the past for sightseeing purposes, and passes through a higher density portion. If the route 1212b is selected, there is a high possibility that the user can walk more honest, that is, a more appropriate route according to the user's purpose can be selected.
- FIG. 5C shows a route 1212c selected based on a dot map indicating a place where a photograph was taken by another user.
- the dot map in the illustrated example indicates the amount of user activity (photographing) that has occurred on the route included in the route group indicated by the action log. More specifically, for example, this dot map is generated by plotting a place where each user took a photograph on the map. If many users take a picture at the same position, the dots may be represented larger. An area where dots are arranged at a higher density or an area where larger dots are arranged indicates an area where more user activity (photographing) has occurred.
- a dot map as shown in FIG. 5C is generated based on the action logs of other users who have also acted in the past for sightseeing purposes, and the dots are arranged at a higher density. If the route 1212c is selected so as to pass through a region or a region where larger dots are arranged, there is a high possibility that there are many subjects in the photograph, that is, a more appropriate route according to the purpose of the user can be selected.
- the user's activity is not limited to taking a picture, but may be posting to social media.
- FIG. 6 is a diagram for describing route evaluation according to the first embodiment of the present disclosure.
- FIG. 6 shows route candidates 1212d to 1212f for moving from the spot indicated by the spot icon 1211a to the spot indicated by the spot icon 1211b in the area indicated by the map 1210.
- a route that is not just the shortest route can be selected by referring to, for example, a statistical map based on the behavior of another user. Accordingly, for example, a route that allows more enjoyable walking or a route with many photographic subjects can be proposed for a user who acts for sightseeing purposes.
- the score S for evaluating the route can be calculated by the following equation.
- S a * S dist + (1-a) S stat (0 ⁇ a ⁇ 1)
- S dist is a score based on the distance of the route, and a route having a shorter distance is given a higher score.
- S stat is a score based on a statistical index of the action log, and for example, a higher score can be given to a route through which more users have passed or a route in which more activities of other users have occurred.
- the score S for evaluating the route is calculated by adding these two types of scores (S dist and S stat ) at a predetermined ratio a.
- the route candidate with the highest score. 1212f can be proposed to the user as the optimum route.
- the route determination unit 206 of the server 200 may change the index for extracting the route according to the attribute or purpose of the user who uses the proposed route.
- the route determination unit 206 may change the statistical index of the action log for calculating the score S stat according to the user attribute or purpose. More specifically, when the user's attribute information indicates that the proposed user prefers to take a photograph, the route determination unit 206 determines the score S stat based on the occurrence frequency of photography by other users. May be calculated. When the user's attribute information indicates that the user prefers posting on social media, the route determination unit 206 calculates a score S stat based on the frequency of occurrence of postings on social media by other users. May be.
- the route determination unit 206 may change the weight between the score based on the distance of the route and the score based on the statistical index of the action log according to the user attribute or purpose. For example, in the above formula for calculating the score S, by adjusting the value of the ratio a, the optimum route evaluation (a value of a is large) for a user who wants to visit more spots without waste, It is possible to selectively use the route evaluation (the value of a is small) optimal for a user who wants to visit a small number of spots.
- the score of the route as described above may be adjustable by an external operation. For example, when a limited-time event is held at a certain spot, the score of a route passing near the spot may be corrected upward. In addition, in a popular tourist spot, when it is desired to avoid the user being concentrated on a specific route, the score of each route may be adjusted so as to distribute the user.
- FIG. 7 is a diagram illustrating an example of a user interface provided by the planning application in the second embodiment of the present disclosure.
- a screen 2000 includes a map 2010, a selected area 2011, a non-selected area 2012, spot icons 2013 and 2014, an area name input box 2021, a time input box 2022, and a spot name input box. 2023 and a start button 2024 are displayed.
- the screen 2000 is displayed on, for example, a display provided in a terminal device that implements the client 100 or a display externally connected to the terminal device, as in the example of the screen 1000 described above.
- the map 2010 displays a plurality of areas targeted for planning.
- an area to be planned is selected from options prepared in advance.
- the currently selected area is displayed as a selected area 2011, and the other areas not selected are displayed as non-selected areas 2012, respectively.
- the spot icons 2013 and 2014 display spots that are selected as the starting point, destination, or waypoint of the route in the selected area 2011.
- the region name input box 2021 displays a name corresponding to the region displayed as the selected region 2011.
- the name input in the area name input box 2021 may be reflected in the display of the selected area 2011.
- the required time of the route is input. In the illustrated example, “all day” is input.
- a rough time such as “morning” or “afternoon”. Further, as in the example described above with reference to FIG. 2, the designation by the start time and the end time may be possible.
- the spot name input box 2023 the name of the spot that is the starting point, destination, or waypoint of the route is input.
- a spot name input box 2023 is displayed to enter a waypoint (a spot you want to stop by).
- the start button 2024 is a button for starting creation of a route passing through the spot designated by the spot name input box 2023.
- FIG. 8 is a diagram illustrating an example of a user interface that displays a route generated in the second embodiment of the present disclosure.
- the screen 2100 shown in FIG. 8 may be displayed, for example, as a result of automatic route generation by the planning application, or may be displayed as an initial display of routes for which navigation is provided by the navigation application.
- the screen 2100 is also displayed on, for example, a display included in a terminal device that implements the client 100 or a display externally connected to the terminal device.
- a map 2110 is a map of an area where a route is generated.
- the spot icon 2111 displays a spot near the route 2112. By displaying the nearby spots in this way, it is possible to detour other than the spots previously incorporated in the route.
- spots other than the essential spots designated by the user may be automatically selected as in the first embodiment, and other than the essential spots as in the illustrated example. An option may be displayed so that it can be arbitrarily visited.
- Zone 2113 is displayed to express the atmosphere on the route. For example, a zone where there is a taste in the city or where souvenir shops and restaurants are lined up may be displayed as the “walking zone”. With such a display, the user can know in advance the atmosphere such as the cityscape on the route.
- the user may change the route in real time. For example, the user who has referred to the information 2123 indicating that the next spot to be visited is congested may postpone visiting the spot and head for another spot. More specifically, for example, the user checks a check box 2124 attached to the information 2123 (which means that the information is anxious).
- the navigation application 120 transmits this operation input to the server 200.
- the action acquisition unit 210 receives the operation input, and the route determination unit 206 re-executes route determination so that the order of the waypoints is changed.
- the route determination unit 206 passes the event holding location.
- the route determination may be re-executed as described above.
- FIG. 10 is a diagram illustrating an example of a user interface presented by the log display function in the second embodiment of the present disclosure.
- the screen 2200 includes a user action log displayed by the log display function 150 of the navigation application 120.
- the screen 2200 is also displayed on, for example, a display included in a terminal device that implements the client 100 or a display externally connected to the terminal device.
- the screen 2200 On the screen 2200, spots visited by the route of the day, photos taken at each spot, comments entered in posting to social media, etc. are displayed together. As a result, the user can easily look back on the two-day process.
- the screen 2200 may display information from other users referred to during the process. By automatically generating a screen for displaying such a log, the user can easily look back, for example, a day's behavior. Further, the generated log may be shared with other users.
- FIG. 11 is a diagram illustrating an example of a user interface according to another embodiment of the present disclosure.
- screens 2300 to 2500 are displayed.
- the screens 2300 to 2500 are displayed on the display provided in the terminal device that implements the client 100 or a display externally connected to the terminal device, for example, as in the above-described examples of the screens 1000 and 2000.
- a map 2310, a spot icon 2311, a route 2312, a camera button 2313, a current location display button 2314, and a log display button 2315 are displayed.
- a map for navigation provided in accordance with an automatically generated route is displayed.
- the spot icon 2311 and the route 2312 are the same as the example described above with reference to FIG.
- a camera button 2313 and a log display button 2315 are buttons for transition to other screens 2400 and 2500.
- the current location display button 2314 is a button for returning the display range to an area including the current location when the display range of the map 2310 is changed by scrolling or zooming in / out.
- a live view image 2401, a shooting button 2402, a next destination display 2403, a map display button 2413, and a log display button 2415 are displayed.
- the screen 2400 is displayed, for example, when taking a picture while using navigation.
- the photograph taken on the screen 2400 is incorporated in the user's log in the service according to the present embodiment.
- a map display button 2413 and a log display button 2415 are buttons for transition to other screens 2300 and 2500.
- a title 2501, a log 2503, a map display button 2513, a camera button 2515, and an update button 2517 are displayed.
- the screen 2500 is provided with a log display screen similar to the example described above with reference to FIG.
- a map display button 2513 and a camera button 2515 are buttons for transition to other screens 2300 and 2400.
- the update button 2517 is a button for updating the log in real time. When the update button 2517 is pressed, the navigation application 120 requests the server 200 to update the log, and the server 200 provides the log updated by the log editing unit 230.
- FIG. 12 is a diagram illustrating an example of a user interface according to still another embodiment of the present disclosure.
- the screen 2600 shown in FIG. 12 can be displayed superimposed on an image in real space using, for example, a display included in a wearable device that implements the client 100.
- an image 2601 of a real space that is transparently displayed, a navigation 2603, and an information icon 2605 are displayed.
- the navigation 2603 includes, for example, information on the next spot on the route and the estimated time required to reach the next spot.
- an icon 2607 is expanded.
- an information window 2609 is displayed.
- the information icon 2605, icon 2607, and information window 2609 display, for example, spot information (location, required time, opening time, entrance fee, etc.) in or near the route, and other information related to the route. It can be a user's photo or posting.
- the displayed information includes, for example, information obtained by using an external POI service or the action log of another user who visited a spot in the same area as in the example described with reference to FIG. 9 above. May contain information extracted from.
- the route determination of the server 200 is determined based on the action. The route determination may be re-executed by the unit 206.
- the navigation according to the embodiment of the present disclosure is not necessarily effective when the user moves for sightseeing purposes.
- a route that has been passed by more other users on the site is extracted as an optimal route, delays due to local traffic conditions that are not reflected in traffic regulation information and traffic jam information are avoided, resulting in There is also a possibility that the user can arrive at the destination in the shortest required time.
- the sightseeing in the specification is one example of a behavior in which a user stays in a certain area for some purpose, and may be replaced with, for example, inspection, survey, or tour.
- FIG. 13 is a block diagram illustrating a hardware configuration example of the information processing apparatus according to the embodiment of the present disclosure.
- the illustrated information processing apparatus 900 can realize, for example, a server or a client in the above-described embodiment.
- the information processing apparatus 900 includes a CPU (Central Processing unit) 901, a ROM (Read Only Memory) 903, and a RAM (Random Access Memory) 905.
- the information processing apparatus 900 may include a host bus 907, a bridge 909, an external bus 911, an interface 913, an input device 915, an output device 917, a storage device 919, a drive 921, a connection port 923, and a communication device 925.
- the information processing apparatus 900 may include an imaging device 933 and a sensor 935 as necessary.
- the information processing apparatus 900 may include a processing circuit such as a DSP (Digital Signal Processor), an ASIC (Application Specific Integrated Circuit), or an FPGA (Field-Programmable Gate Array) instead of or in addition to the CPU 901.
- DSP Digital Signal Processor
- ASIC Application Specific Integrated Circuit
- FPGA Field-Programmable Gate Array
- the CPU 901 functions as an arithmetic processing device and a control device, and controls all or a part of the operation in the information processing device 900 according to various programs recorded in the ROM 903, the RAM 905, the storage device 919, or the removable recording medium 927.
- the ROM 903 stores programs and calculation parameters used by the CPU 901.
- the RAM 905 primarily stores programs used in the execution of the CPU 901, parameters that change as appropriate during the execution, and the like.
- the CPU 901, the ROM 903, and the RAM 905 are connected to each other by a host bus 907 configured by an internal bus such as a CPU bus. Further, the host bus 907 is connected to an external bus 911 such as a PCI (Peripheral Component Interconnect / Interface) bus via a bridge 909.
- PCI Peripheral Component Interconnect / Interface
- the input device 915 is a device operated by the user, such as a mouse, a keyboard, a touch panel, a button, a switch, and a lever.
- the input device 915 may be, for example, a remote control device that uses infrared rays or other radio waves, or may be an external connection device 929 such as a mobile phone that supports the operation of the information processing device 900.
- the input device 915 includes an input control circuit that generates an input signal based on information input by the user and outputs the input signal to the CPU 901. The user operates the input device 915 to input various data and instruct processing operations to the information processing device 900.
- the output device 917 is configured by a device capable of notifying the acquired information to the user using a sense such as vision, hearing, or touch.
- the output device 917 can be, for example, a display device such as an LCD (Liquid Crystal Display) or an organic EL (Electro-Luminescence) display, an audio output device such as a speaker or headphones, or a vibrator.
- the output device 917 outputs the result obtained by the processing of the information processing device 900 as video such as text or image, sound such as sound or sound, or vibration.
- the storage device 919 is a data storage device configured as an example of a storage unit of the information processing device 900.
- the storage device 919 includes, for example, a magnetic storage device such as an HDD (Hard Disk Drive), a semiconductor storage device, an optical storage device, or a magneto-optical storage device.
- the storage device 919 stores, for example, programs executed by the CPU 901 and various data, and various data acquired from the outside.
- the drive 921 is a reader / writer for a removable recording medium 927 such as a magnetic disk, an optical disk, a magneto-optical disk, or a semiconductor memory, and is built in or externally attached to the information processing apparatus 900.
- the drive 921 reads information recorded on the attached removable recording medium 927 and outputs the information to the RAM 905.
- the drive 921 writes a record in the attached removable recording medium 927.
- the connection port 923 is a port for connecting a device to the information processing apparatus 900.
- the connection port 923 can be, for example, a USB (Universal Serial Bus) port, an IEEE 1394 port, a SCSI (Small Computer System Interface) port, or the like.
- the connection port 923 may be an RS-232C port, an optical audio terminal, an HDMI (registered trademark) (High-Definition Multimedia Interface) port, or the like.
- the communication device 925 is a communication interface configured with, for example, a communication device for connecting to the communication network 931.
- the communication device 925 can be, for example, a communication card for LAN (Local Area Network), Bluetooth (registered trademark), Wi-Fi, or WUSB (Wireless USB).
- the communication device 925 may be a router for optical communication, a router for ADSL (Asymmetric Digital Subscriber Line), or a modem for various communication.
- the communication device 925 transmits and receives signals and the like using a predetermined protocol such as TCP / IP with the Internet and other communication devices, for example.
- the communication network 931 connected to the communication device 925 is a network connected by wire or wireless, and may include, for example, the Internet, a home LAN, infrared communication, radio wave communication, satellite communication, or the like.
- the imaging device 933 uses various members such as an imaging element such as a CMOS (Complementary Metal Oxide Semiconductor) or a CCD (Charge Coupled Device), and a lens for controlling the formation of a subject image on the imaging element. It is an apparatus that images a real space and generates a captured image.
- the imaging device 933 may capture a still image or may capture a moving image.
- the sensor 935 is various sensors such as an acceleration sensor, an angular velocity sensor, a geomagnetic sensor, an illuminance sensor, a temperature sensor, an atmospheric pressure sensor, or a sound sensor (microphone).
- the sensor 935 acquires information about the state of the information processing apparatus 900 itself, such as the posture of the information processing apparatus 900, and information about the surrounding environment of the information processing apparatus 900, such as brightness and noise around the information processing apparatus 900, for example. To do.
- the sensor 935 may include a GPS receiver that receives a GPS (Global Positioning System) signal and measures the latitude, longitude, and altitude of the device.
- GPS Global Positioning System
- Each component described above may be configured using a general-purpose member, or may be configured by hardware specialized for the function of each component. Such a configuration can be appropriately changed according to the technical level at the time of implementation.
- an information processing apparatus for example, an information processing apparatus, a system, an information processing method executed by the information processing apparatus or system, a program for causing the information processing apparatus to function, and a program are recorded. It may include tangible media that is not temporary.
- an action log acquisition unit that acquires an action log indicating a route group including routes each of which a plurality of users have passed;
- a route extraction unit that extracts an optimum route from the route group based on a statistical index related to the behavior log;
- An information processing apparatus comprising: an information providing unit that provides information indicating the optimum route.
- the statistical index includes the number of users that have passed each of the routes included in the route group, The information processing apparatus according to (1), wherein the route extraction unit extracts a route passed by more users as the optimal route.
- the statistical index includes an amount of activity of the plurality of users that has occurred on a route included in the route group, The information processing apparatus according to (1) or (2), wherein the route extraction unit extracts a route in which more activities are generated as the optimum route. (4) The information processing apparatus according to (3), wherein the activity includes taking a picture or posting to social media. (5) The route extraction unit evaluates the optimal route candidate based on a score obtained by weighting and adding a score based on the statistical index and a score based on the distance of each candidate route.
- the information processing apparatus according to any one of (1) to (4), wherein the optimum route is extracted by (6) Any one of (1) to (5), wherein the route extraction unit changes an index for extracting the optimum route according to an attribute or purpose of a user who uses the optimum route.
- the information processing apparatus according to item 1.
- the information processing apparatus according to any one of (1) to (6), wherein the route extraction unit extracts any one of routes included in the route group as the optimum route.
- the route extraction unit according to any one of (1) to (6), wherein the route extraction unit extracts the optimum route by connecting at least some fragments of the routes included in the route group. Information processing device.
- the information providing unit according to any one of (1) to (8), wherein the information providing unit further provides information indicating activity of the plurality of users that has occurred on a route included in the route group.
- Information processing device An action acquisition unit that acquires an action of a user who is provided with the information with respect to information indicating the activity, The information processing apparatus according to (9), wherein the route extraction unit re-extracts the optimal route based on the action.
- the action indicates a change or addition of a destination or waypoint of the route.
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Abstract
Description
1.第1の実施形態
1-1.システム構成
1-2.ユーザインターフェースの例
2.第2の実施形態
3.他の実施形態
4.ハードウェア構成
5.補足
(1-1.システム構成)
図1は、本開示の第1の実施形態に係るシステムの概略的な構成を示す図である。図1を参照すると、システム10は、クライアント100と、サーバ200とを含む。クライアント100では、プランニングアプリ(アプリケーションソフトウェア)110と、ナビゲーションアプリ120とが提供される。サーバ200では、クライアント100で上記のアプリによってサービスを提供するための情報処理が実行される。
クライアント100は、例えば、スマートフォン、タブレット、またはPC(Personal Computer)などの端末装置によって実現される。なお、端末装置のハードウェア構成例については、情報処理装置のハードウェア構成例として後述する。クライアント100は、プランニングアプリ110を提供する第1の端末装置と、ナビゲーションアプリ120を提供する第2の端末装置とを含んでもよい。この場合、第2の端末装置はユーザによって携帯されるモバイルデバイスやユーザによって装着されるウェアラブルデバイスなどでありうるが、第1の端末装置はこのような装置でなくてもよく、テレビやデスクトップPCのような据え置き型の端末装置であってもよい。プランニングアプリ110とナビゲーションアプリ120とが同じ端末装置によって提供される場合、その端末装置はモバイルデバイスやウェアラブルデバイスなどでありうる。
サーバ200は、ネットワーク上の1または複数のサーバ装置によって実現される。なお、サーバ装置のハードウェア構成例については、情報処理装置のハードウェア構成例として後述する。
図2は、本開示の第1の実施形態においてプランニングアプリによって提供されるユーザインターフェースの第1の例を示す図である。図2を参照すると、画面1000には、マップ1010と、スポットアイコン1011と、カテゴリ入力ボックス1021と、スポット名入力ボックス1022と、スポット追加ボタン1023と、ルート作成ボタン1024と、出発地表示1025と、経由スポット表示1026と、目的地表示1027とが表示される。
S=a*Sdist+(1-a)Sstat (0<a<1)
ここで、Sdistはルートの距離に基づくスコアであり、距離が短いルートほど高いスコアが与えられる。一方、Sstatは行動ログの統計的な指標に基づくスコアであり、例えばより多く他のユーザが通過したルートや、他のユーザのアクティビティがより多く発生したルートにより高いスコアが与えられうる。上記の式では、これらの2種類のスコア(SdistおよびSstat)を所定の割合aで合算することによって、ルートを評価するためのスコアSを算出している。
次に、本開示の第2の実施形態について説明する。本実施形態は、ユーザに提供されるユーザインターフェースについて上記の第1の実施形態とは相違するが、その他の構成については第1の実施形態と同様であるため、重複した詳細な説明は省略する。
図11は、本開示の他の実施形態に係るユーザインターフェースの例を示す図である。図11を参照すると、この実施形態では、画面2300~2500が表示される。画面2300~2500も、上記の画面1000,2000などの例と同様に、例えばクライアント100を実現する端末装置が備えるディスプレイ、または端末装置に外部接続されたディスプレイに表示される。
次に、図13を参照して、本開示の実施形態に係る情報処理装置のハードウェア構成について説明する。図13は、本開示の実施形態に係る情報処理装置のハードウェア構成例を示すブロック図である。図示された情報処理装置900は、例えば、上記の実施形態におけるサーバまたはクライアントを実現しうる。
本開示の実施形態は、例えば、上記で説明したような情報処理装置、システム、情報処理装置またはシステムで実行される情報処理方法、情報処理装置を機能させるためのプログラム、およびプログラムが記録された一時的でない有形の媒体を含みうる。
(1)複数のユーザがそれぞれ通過したルートを含むルート群を示す行動ログを取得する行動ログ取得部と、
前記行動ログに関する統計的な指標に基づいて、前記ルート群から最適なルートを抽出するルート抽出部と、
前記最適なルートを示す情報を提供する情報提供部と
を備える情報処理装置。
(2)前記統計的な指標は、前記ルート群に含まれるルートのそれぞれを通過したユーザの数を含み、
前記ルート抽出部は、より多くのユーザによって通過されたルートを前記最適なルートとして抽出する、前記(1)に記載の情報処理装置。
(3)前記統計的な指標は、前記ルート群に含まれるルート上で発生した前記複数のユーザのアクティビティの量を含み、
前記ルート抽出部は、より多くの前記アクティビティが発生したルートを前記最適なルートとして抽出する、前記(1)または(2)に記載の情報処理装置。
(4)前記アクティビティは、写真の撮影、またはソーシャルメディアへの投稿を含む、前記(3)に記載の情報処理装置。
(5)前記ルート抽出部は、前記最適なルートの候補を、前記統計的な指標に基づくスコアと各候補のルートの距離に基づくスコアとを重みづけして足し合わせたスコアに基づいて評価することによって前記最適なルートを抽出する、前記(1)~(4)のいずれか1項に記載の情報処理装置。
(6)前記ルート抽出部は、前記最適なルートを利用するユーザの属性または目的に応じて、前記最適なルートを抽出するための指標を変更する、前記(1)~(5)のいずれか1項に記載の情報処理装置。
(7)前記ルート抽出部は、前記ルート群に含まれるルートのいずれか1つを前記最適なルートとして抽出する、前記(1)~(6)のいずれか1項に記載の情報処理装置。
(8)前記ルート抽出部は、前記ルート群に含まれるルートの少なくとも一部の断片をつなぎ合わせることによって前記最適なルートを抽出する、前記(1)~(6)のいずれか1項に記載の情報処理装置。
(9)前記情報提供部は、前記ルート群に含まれるルート上で発生した前記複数のユーザのアクティビティを示す情報をさらに提供する、前記(1)~(8)のいずれか1項に記載の情報処理装置。
(10)前記アクティビティを示す情報に対する、前記情報を提供されたユーザのアクションを取得するアクション取得部をさらに備え、
前記ルート抽出部は、前記アクションに基づいて前記最適なルートを再抽出する、前記(9)に記載の情報処理装置。
(11)前記アクションは、前記ルートの目的地または経由地の変更または追加を示す、前記(10)に記載の情報処理装置。
(12)複数のユーザがそれぞれ通過したルートを含むルート群を示す行動ログを取得することと、
プロセッサが、前記行動ログに関する統計的な指標に基づいて、前記ルート群から最適なルートを抽出することと、
前記最適なルートを示す情報を提供することと
を含む情報処理方法。
(13)複数のユーザがそれぞれ通過したルートを含むルート群を示す行動ログを取得する機能と、
前記行動ログに関する統計的な指標に基づいて、前記ルート群から最適なルートを抽出する機能と、
前記最適なルートを示す情報を提供する機能と
をコンピュータに実現させるためのプログラム。
100 クライアント
110 プランニングアプリ
120 ナビゲーションアプリ
130 コンテキストセンサ
140 マップ表示機能
150 ログ表示機能
200 サーバ
202 行動ログ取得部
204 行程分割部
206 ルート決定部
208 情報提供部
210 アクション取得部
220 DB
230 ログ編集部
Claims (13)
- 複数のユーザがそれぞれ通過したルートを含むルート群を示す行動ログを取得する行動ログ取得部と、
前記行動ログに関する統計的な指標に基づいて、前記ルート群から最適なルートを抽出するルート抽出部と、
前記最適なルートを示す情報を提供する情報提供部と
を備える情報処理装置。 - 前記統計的な指標は、前記ルート群に含まれるルートのそれぞれを通過したユーザの数を含み、
前記ルート抽出部は、より多くのユーザによって通過されたルートを前記最適なルートとして抽出する、請求項1に記載の情報処理装置。 - 前記統計的な指標は、前記ルート群に含まれるルート上で発生した前記複数のユーザのアクティビティの量を含み、
前記ルート抽出部は、より多くの前記アクティビティが発生したルートを前記最適なルートとして抽出する、請求項1に記載の情報処理装置。 - 前記アクティビティは、写真の撮影、またはソーシャルメディアへの投稿を含む、請求項3に記載の情報処理装置。
- 前記ルート抽出部は、前記最適なルートの候補を、前記統計的な指標に基づくスコアと各候補のルートの距離に基づくスコアとを重みづけして足し合わせたスコアに基づいて評価することによって前記最適なルートを抽出する、請求項1に記載の情報処理装置。
- 前記ルート抽出部は、前記最適なルートを利用するユーザの属性または目的に応じて、前記最適なルートを抽出するための指標を変更する、請求項1に記載の情報処理装置。
- 前記ルート抽出部は、前記ルート群に含まれるルートのいずれか1つを前記最適なルートとして抽出する、請求項1に記載の情報処理装置。
- 前記ルート抽出部は、前記ルート群に含まれるルートの少なくとも一部の断片をつなぎ合わせることによって前記最適なルートを抽出する、請求項1に記載の情報処理装置。
- 前記情報提供部は、前記ルート群に含まれるルート上で発生した前記複数のユーザのアクティビティを示す情報をさらに提供する、請求項1に記載の情報処理装置。
- 前記アクティビティを示す情報に対する、前記情報を提供されたユーザのアクションを取得するアクション取得部をさらに備え、
前記ルート抽出部は、前記アクションに基づいて前記最適なルートを再抽出する、請求項9に記載の情報処理装置。 - 前記アクションは、前記ルートの目的地または経由地の変更または追加を示す、請求項10に記載の情報処理装置。
- 複数のユーザがそれぞれ通過したルートを含むルート群を示す行動ログを取得することと、
プロセッサが、前記行動ログに関する統計的な指標に基づいて、前記ルート群から最適なルートを抽出することと、
前記最適なルートを示す情報を提供することと
を含む情報処理方法。 - 複数のユーザがそれぞれ通過したルートを含むルート群を示す行動ログを取得する機能と、
前記行動ログに関する統計的な指標に基づいて、前記ルート群から最適なルートを抽出する機能と、
前記最適なルートを示す情報を提供する機能と
をコンピュータに実現させるためのプログラム。
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EP3165878A1 (en) | 2017-05-10 |
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