SG11201804355UA - Data analysis apparatus, method, and program - Google Patents
Data analysis apparatus, method, and programInfo
- Publication number
- SG11201804355UA SG11201804355UA SG11201804355UA SG11201804355UA SG11201804355UA SG 11201804355U A SG11201804355U A SG 11201804355UA SG 11201804355U A SG11201804355U A SG 11201804355UA SG 11201804355U A SG11201804355U A SG 11201804355UA SG 11201804355U A SG11201804355U A SG 11201804355UA
- Authority
- SG
- Singapore
- Prior art keywords
- statistical
- data
- samples
- analysis apparatus
- group information
- Prior art date
Links
Classifications
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- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
- G16B40/00—ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
-
- G—PHYSICS
- G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
- G16B—BIOINFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR GENETIC OR PROTEIN-RELATED DATA PROCESSING IN COMPUTATIONAL MOLECULAR BIOLOGY
- G16B40/00—ICT specially adapted for biostatistics; ICT specially adapted for bioinformatics-related machine learning or data mining, e.g. knowledge discovery or pattern finding
- G16B40/20—Supervised data analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/15—Correlation function computation including computation of convolution operations
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F17/00—Digital computing or data processing equipment or methods, specially adapted for specific functions
- G06F17/10—Complex mathematical operations
- G06F17/18—Complex mathematical operations for evaluating statistical data, e.g. average values, frequency distributions, probability functions, regression analysis
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
- G06N20/10—Machine learning using kernel methods, e.g. support vector machines [SVM]
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N99/00—Subject matter not provided for in other groups of this subclass
Abstract
A data analysis apparatus performs multivariate analysis with data items on statistical samples. The data analysis apparatus (50) includes a storage (52) and a controller (51). The storage records statistical data (X) for managing the data items per statistical sample, and group information (Y) indicating an arrangement order of groups formed by statistical samples. The controller performs calculation processing based on the statistical data and the group information. The controller calculates, based on the statistical data, a kernel matrix (K) in which a matrix element represents a relationship between a statistical sample corresponding to a row number and a statistical sample corresponding to a column number of the matrix element in the statistical samples. The controller performs calculation processing based on a partial least squares method under a condition defined by the kernel matrix and the group information, to calculate a score for the statistical samples.
Applications Claiming Priority (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
JP2015230862 | 2015-11-26 | ||
PCT/JP2016/084509 WO2017090566A1 (en) | 2015-11-26 | 2016-11-21 | Data analysis apparatus, method, and program |
Publications (1)
Publication Number | Publication Date |
---|---|
SG11201804355UA true SG11201804355UA (en) | 2018-06-28 |
Family
ID=58764279
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
SG11201804355UA SG11201804355UA (en) | 2015-11-26 | 2016-11-21 | Data analysis apparatus, method, and program |
Country Status (7)
Country | Link |
---|---|
US (1) | US20180357205A1 (en) |
EP (1) | EP3382610A4 (en) |
JP (1) | JP6286111B2 (en) |
KR (1) | KR20180082472A (en) |
CN (1) | CN108369666A (en) |
SG (1) | SG11201804355UA (en) |
WO (1) | WO2017090566A1 (en) |
Families Citing this family (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
WO2019202728A1 (en) * | 2018-04-20 | 2019-10-24 | ヒューマン・メタボローム・テクノロジーズ株式会社 | Data analyzer and data analysis method |
JP7437003B2 (en) | 2019-07-01 | 2024-02-22 | ヒューマン・メタボローム・テクノロジーズ株式会社 | Data analysis device and method |
CN110928262B (en) * | 2019-12-17 | 2022-11-15 | 中国人民解放军火箭军工程大学 | Quality-related fault online monitoring method for efficiently updating model in time-varying system |
KR20210143464A (en) * | 2020-05-20 | 2021-11-29 | 삼성에스디에스 주식회사 | Apparatus for data analysis and method thereof |
CN112328962B (en) * | 2020-11-27 | 2021-12-31 | 深圳致星科技有限公司 | Matrix operation optimization method, device and equipment and readable storage medium |
CN116049157A (en) * | 2023-01-04 | 2023-05-02 | 北京京航计算通讯研究所 | Quality data analysis method and system |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN101446831B (en) * | 2008-12-30 | 2011-05-25 | 东北大学 | Decentralized process monitoring method |
WO2014071411A1 (en) * | 2012-11-05 | 2014-05-08 | Carolyn Slupsky | Determining disease states using biomarker profiles |
JP6715451B2 (en) * | 2015-04-08 | 2020-07-01 | 国立大学法人山梨大学 | Mass spectrum analysis system, method and program |
-
2016
- 2016-11-21 JP JP2017548241A patent/JP6286111B2/en active Active
- 2016-11-21 EP EP16868513.9A patent/EP3382610A4/en not_active Withdrawn
- 2016-11-21 US US15/778,622 patent/US20180357205A1/en not_active Abandoned
- 2016-11-21 KR KR1020187014814A patent/KR20180082472A/en active IP Right Grant
- 2016-11-21 SG SG11201804355UA patent/SG11201804355UA/en unknown
- 2016-11-21 CN CN201680068222.4A patent/CN108369666A/en active Pending
- 2016-11-21 WO PCT/JP2016/084509 patent/WO2017090566A1/en active Application Filing
Also Published As
Publication number | Publication date |
---|---|
WO2017090566A1 (en) | 2017-06-01 |
KR20180082472A (en) | 2018-07-18 |
JPWO2017090566A1 (en) | 2018-02-08 |
US20180357205A1 (en) | 2018-12-13 |
JP6286111B2 (en) | 2018-02-28 |
EP3382610A1 (en) | 2018-10-03 |
CN108369666A (en) | 2018-08-03 |
EP3382610A4 (en) | 2019-07-17 |
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