SG11201907140UA - Multi-signal analysis for compromised scope identification - Google Patents
Multi-signal analysis for compromised scope identificationInfo
- Publication number
- SG11201907140UA SG11201907140UA SG11201907140UA SG11201907140UA SG11201907140UA SG 11201907140U A SG11201907140U A SG 11201907140UA SG 11201907140U A SG11201907140U A SG 11201907140UA SG 11201907140U A SG11201907140U A SG 11201907140UA SG 11201907140U A SG11201907140U A SG 11201907140UA
- Authority
- SG
- Singapore
- Prior art keywords
- microsoft
- llc
- international
- redmond
- washington
- Prior art date
Links
Classifications
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L63/00—Network architectures or network communication protocols for network security
- H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
- H04L63/1408—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic by monitoring network traffic
- H04L63/1425—Traffic logging, e.g. anomaly detection
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
- G06F21/55—Detecting local intrusion or implementing counter-measures
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F21/00—Security arrangements for protecting computers, components thereof, programs or data against unauthorised activity
- G06F21/50—Monitoring users, programs or devices to maintain the integrity of platforms, e.g. of processors, firmware or operating systems
- G06F21/55—Detecting local intrusion or implementing counter-measures
- G06F21/552—Detecting local intrusion or implementing counter-measures involving long-term monitoring or reporting
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N7/00—Computing arrangements based on specific mathematical models
- G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L63/00—Network architectures or network communication protocols for network security
- H04L63/14—Network architectures or network communication protocols for network security for detecting or protecting against malicious traffic
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L2463/00—Additional details relating to network architectures or network communication protocols for network security covered by H04L63/00
- H04L2463/121—Timestamp
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Computer Security & Cryptography (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Computing Systems (AREA)
- Computer Hardware Design (AREA)
- Evolutionary Computation (AREA)
- Artificial Intelligence (AREA)
- Data Mining & Analysis (AREA)
- Mathematical Physics (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Medical Informatics (AREA)
- Mathematical Analysis (AREA)
- Computational Mathematics (AREA)
- Probability & Statistics with Applications (AREA)
- Mathematical Optimization (AREA)
- Pure & Applied Mathematics (AREA)
- Algebra (AREA)
- Debugging And Monitoring (AREA)
- Data Exchanges In Wide-Area Networks (AREA)
- Measurement Of Resistance Or Impedance (AREA)
- Medical Treatment And Welfare Office Work (AREA)
- Time-Division Multiplex Systems (AREA)
- Financial Or Insurance-Related Operations Such As Payment And Settlement (AREA)
- Measurement Of Current Or Voltage (AREA)
- Storage Device Security (AREA)
Abstract
ISignal Aggregates <:* Cache Signature Anomaly Scorer 130 (12) INTERNATIONAL APPLICATION PUBLISHED UNDER THE PATENT COOPERATION TREATY (PCT) (19) World Intellectual Property Organization International Bureau (43) International Publication Date 16 August 2018 (16.08.2018) WIP0 1 PCT onion °nolo olommolu ioo Imo oimIE (10) International Publication Number WO 2018/148657 Al (51) International Patent Classification: GOOF 21/55 (2013.01) H04L 29/06 (2006.01) (21) International Application Number: PCT/US2018/017817 (22) International Filing Date: 12 February 2018 (12.02.2018) (25) Filing Language: English (26) Publication Language: English (30) Priority Data: 15/431,391 13 February 2017 (13.02.2017) US (71) Applicant: MICROSOFT TECHNOLOGY LI- CENSING, LLC [US/US]; One Microsoft Way, Redmond, Washington 98052-6399 (US). (72) Inventors: LUO, Pengcheng; MICROSOFT TECHNOL- OGY LICENSING, LLC, One Microsoft Way, Redmond, Washington 98052-6399 (US). BRIGGS, Reeves Hoppe; MICROSOFT TECHNOLOGY LICENSING, LLC, One Microsoft Way, Redmond, Washington 98052-6399 (US). SADOVSKY, Art; MICROSOFT TECHNOLOGY LI- CENSING, LLC, One Microsoft Way, Redmond, Washing- ton 98052-6399 (US). AHMAD, Naveed; MICROSOFT TECHNOLOGY LICENSING, LLC, One Microsoft Way, Redmond, Washington 98052-6399 (US). (74) Agent: MINHAS, Sandip S. et al.; MICROSOFT TECH- NOLOGY LICENSING, LLC, One Microsoft Way, Red- mond, Washington 98052-6399 (US). (81) Designated States (unless otherwise indicated, for every kind of national protection available): AE, AG, AL, AM, AO, AT, AU, AZ, BA, BB, BG, BH, BN, BR, BW, BY, BZ, CA, CH, CL, CN, CO, CR, CU, CZ, DE, DJ, DK, DM, DO, DZ, EC, EE, EG, ES, FI, GB, GD, GE, GH, GM, GT, HN, HR, HU, ID, IL, IN, IR, IS, JO, JP, KE, KG, KH, KN, KP, KR, KW, KZ, LA, LC, LK, LR, LS, LU, LY, MA, MD, ME, MG, MK, MN, MW, MX, MY, MZ, NA, NG, NI, NO, NZ, OM, PA, PE, PG, PH, PL, PT, QA, RO, RS, RU, RW, SA, (54) Title: MULTI-SIGNAL ANALYSIS FOR COMPROMISED SCOPE IDENTIFICATION 100 41 1 Online Service 110 Event Detector 120 190 ...) > Detection Results Cache 150 Multi-Signal Results Cache 170 Alert Generator 180 Multi Signal Detector 160 1-1 N kr) GC 1-1 00 O 1-1 N C FIG. 1 (57) : Detecting compromised devices and user accounts within an online service via multi-signal analysis allows for fewer false positives and thus a more accurate allocation of computing resources and human analyst resources. Individual scopes of analysis, related to devices, accounts, or processes are specified and multiple behaviors over a period of time are analyzed to detect persistent (and slow acting) threats as well as brute force (and fast acting) threats. Analysts are alerted to individually affected scopes suspected of being compromised and may address them accordingly. [Continued on next page] WO 2018/148657 Al MIDEDIM011010EIREEM0MMI#11011011111011111111111111111111111 SC, SD, SE, SG, SK, SL, SM, ST, SV, SY, TH, TJ, TM, TN, TR, TT, TZ, UA, UG, US, UZ, VC, VN, ZA, ZM, ZW. (84) Designated States (unless otherwise indicated, for every kind of regional protection available): ARIPO (BW, GH, GM, KE, LR, LS, MW, MZ, NA, RW, SD, SL, ST, SZ, TZ, UG, ZM, ZW), Eurasian (AM, AZ, BY, KG, KZ, RU, TJ, TM), European (AL, AT, BE, BG, CH, CY, CZ, DE, DK, EE, ES, FI, FR, GB, GR, HR, HU, IE, IS, IT, LT, LU, LV, MC, MK, MT, NL, NO, PL, PT, RO, RS, SE, SI, SK, SM, TR), OAPI (BF, BJ, CF, CG, CI, CM, GA, GN, GQ, GW, KM, ML, MR, NE, SN, TD, TG). Declarations under Rule 4.17: as to applicant's entitlement to apply for and be granted a patent (Rule 4.17(H)) as to the applicant's entitlement to claim the priority of the earlier application (Rule 4.17(iii)) Published: — with international search report (Art. 21(3))
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US15/431,391 US10491616B2 (en) | 2017-02-13 | 2017-02-13 | Multi-signal analysis for compromised scope identification |
PCT/US2018/017817 WO2018148657A1 (en) | 2017-02-13 | 2018-02-12 | Multi-signal analysis for compromised scope identification |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11201907140UA true SG11201907140UA (en) | 2019-09-27 |
Family
ID=61386917
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11201907140UA SG11201907140UA (en) | 2017-02-13 | 2018-02-12 | Multi-signal analysis for compromised scope identification |
Country Status (18)
Country | Link |
---|---|
US (2) | US10491616B2 (en) |
EP (1) | EP3552138B1 (en) |
JP (1) | JP7108365B2 (en) |
KR (1) | KR102433425B1 (en) |
CN (1) | CN110366727B (en) |
AU (1) | AU2018219369B2 (en) |
BR (1) | BR112019014366A2 (en) |
CA (1) | CA3050321A1 (en) |
CL (1) | CL2019002189A1 (en) |
CO (1) | CO2019008341A2 (en) |
IL (1) | IL268231B (en) |
MX (1) | MX2019009505A (en) |
NZ (1) | NZ755115A (en) |
PH (1) | PH12019550134A1 (en) |
RU (1) | RU2768562C2 (en) |
SG (1) | SG11201907140UA (en) |
WO (1) | WO2018148657A1 (en) |
ZA (1) | ZA201904963B (en) |
Families Citing this family (14)
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US10943069B1 (en) | 2017-02-17 | 2021-03-09 | Narrative Science Inc. | Applied artificial intelligence technology for narrative generation based on a conditional outcome framework |
US20190038934A1 (en) * | 2017-08-03 | 2019-02-07 | International Business Machines Corporation | Cognitive advisory system of structured assessments through iot sensors |
US11042713B1 (en) * | 2018-06-28 | 2021-06-22 | Narrative Scienc Inc. | Applied artificial intelligence technology for using natural language processing to train a natural language generation system |
US11012421B2 (en) | 2018-08-28 | 2021-05-18 | Box, Inc. | Predicting user-file interactions |
US11487873B2 (en) * | 2019-01-22 | 2022-11-01 | EMC IP Holding Company LLC | Risk score generation utilizing monitored behavior and predicted impact of compromise |
EP3963519A1 (en) * | 2019-04-29 | 2022-03-09 | JPMorgan Chase Bank, N.A. | Systems and methods for data-driven infrastructure controls |
US11799890B2 (en) * | 2019-10-01 | 2023-10-24 | Box, Inc. | Detecting anomalous downloads |
US11449548B2 (en) | 2019-11-27 | 2022-09-20 | Elasticsearch B.V. | Systems and methods for enriching documents for indexing |
US11768945B2 (en) * | 2020-04-07 | 2023-09-26 | Allstate Insurance Company | Machine learning system for determining a security vulnerability in computer software |
US20210344690A1 (en) * | 2020-05-01 | 2021-11-04 | Amazon Technologies, Inc. | Distributed threat sensor analysis and correlation |
US11704185B2 (en) * | 2020-07-14 | 2023-07-18 | Microsoft Technology Licensing, Llc | Machine learning-based techniques for providing focus to problematic compute resources represented via a dependency graph |
CN112700060B (en) * | 2021-01-08 | 2023-06-13 | 佳源科技股份有限公司 | Station terminal load prediction method and prediction device |
US11902330B1 (en) * | 2021-06-16 | 2024-02-13 | Juniper Networks, Inc. | Generating a network security policy based on a user identity associated with malicious behavior |
JPWO2022269786A1 (en) * | 2021-06-23 | 2022-12-29 |
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2017
- 2017-02-13 US US15/431,391 patent/US10491616B2/en active Active
-
2018
- 2018-02-12 WO PCT/US2018/017817 patent/WO2018148657A1/en unknown
- 2018-02-12 CA CA3050321A patent/CA3050321A1/en active Pending
- 2018-02-12 EP EP18707813.4A patent/EP3552138B1/en active Active
- 2018-02-12 NZ NZ755115A patent/NZ755115A/en unknown
- 2018-02-12 AU AU2018219369A patent/AU2018219369B2/en active Active
- 2018-02-12 RU RU2019127797A patent/RU2768562C2/en active
- 2018-02-12 CN CN201880011573.0A patent/CN110366727B/en active Active
- 2018-02-12 BR BR112019014366-1A patent/BR112019014366A2/en unknown
- 2018-02-12 JP JP2019543201A patent/JP7108365B2/en active Active
- 2018-02-12 MX MX2019009505A patent/MX2019009505A/en unknown
- 2018-02-12 SG SG11201907140UA patent/SG11201907140UA/en unknown
- 2018-02-12 KR KR1020197023658A patent/KR102433425B1/en active IP Right Grant
-
2019
- 2019-07-22 PH PH12019550134A patent/PH12019550134A1/en unknown
- 2019-07-23 IL IL268231A patent/IL268231B/en unknown
- 2019-07-29 ZA ZA2019/04963A patent/ZA201904963B/en unknown
- 2019-07-30 CO CONC2019/0008341A patent/CO2019008341A2/en unknown
- 2019-08-02 CL CL2019002189A patent/CL2019002189A1/en unknown
- 2019-11-21 US US16/690,982 patent/US11233810B2/en active Active
Also Published As
Publication number | Publication date |
---|---|
US10491616B2 (en) | 2019-11-26 |
KR102433425B1 (en) | 2022-08-17 |
RU2768562C2 (en) | 2022-03-24 |
CN110366727B (en) | 2023-09-19 |
RU2019127797A3 (en) | 2021-07-05 |
JP2020509478A (en) | 2020-03-26 |
US20200092318A1 (en) | 2020-03-19 |
EP3552138A1 (en) | 2019-10-16 |
US11233810B2 (en) | 2022-01-25 |
BR112019014366A2 (en) | 2020-02-27 |
CO2019008341A2 (en) | 2019-08-20 |
WO2018148657A1 (en) | 2018-08-16 |
NZ755115A (en) | 2023-06-30 |
CL2019002189A1 (en) | 2019-12-27 |
IL268231B (en) | 2022-05-01 |
MX2019009505A (en) | 2019-10-02 |
US20180234442A1 (en) | 2018-08-16 |
PH12019550134A1 (en) | 2020-06-01 |
JP7108365B2 (en) | 2022-07-28 |
AU2018219369A1 (en) | 2019-07-25 |
ZA201904963B (en) | 2020-11-25 |
CA3050321A1 (en) | 2018-08-16 |
RU2019127797A (en) | 2021-03-15 |
IL268231A (en) | 2019-09-26 |
AU2018219369B2 (en) | 2022-01-06 |
KR20190117526A (en) | 2019-10-16 |
CN110366727A (en) | 2019-10-22 |
EP3552138B1 (en) | 2023-07-12 |
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