MARC details
| 000 -LEADER |
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| fixed length control field |
06272cam a22007697i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
on1373987751 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
OCoLC |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20250707094918.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS |
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| fixed length control field |
m o d |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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| fixed length control field |
cr cnu---unuuu |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
|---|
| fixed length control field |
230325s2023 sz a ob 101 0 eng d |
| 040 ## - CATALOGING SOURCE |
|---|
| Original cataloging agency |
EBLCP |
| Language of cataloging |
eng |
| Description conventions |
rda |
| Transcribing agency |
EBLCP |
| Modifying agency |
GW5XE |
| -- |
YDX |
| -- |
EBLCP |
| -- |
OCLCF |
| -- |
YDX |
| -- |
OCLCO |
| -- |
OCLCL |
| -- |
OCLCQ |
| 019 ## - |
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| -- |
1373835979 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783031243783 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| International Standard Book Number |
3031243781 |
| Qualifying information |
electronic book |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
3031243773 |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
|---|
| Canceled/invalid ISBN |
9783031243776 |
| 024 7# - OTHER STANDARD IDENTIFIER |
|---|
| Standard number or code |
10.1007/978-3-031-24378-3 |
| Source of number or code |
doi |
| 029 1# - (OCLC) |
|---|
| OCLC library identifier |
AU@ |
| System control number |
000073797617 |
| 029 1# - (OCLC) |
|---|
| OCLC library identifier |
AU@ |
| System control number |
000073899382 |
| 029 1# - (OCLC) |
|---|
| OCLC library identifier |
AU@ |
| System control number |
000073759457 |
| 035 ## - SYSTEM CONTROL NUMBER |
|---|
| System control number |
(OCoLC)1373987751 |
| Canceled/invalid control number |
(OCoLC)1373835979 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER |
|---|
| Classification number |
Q325.5 |
| Item number |
.A38 2023 |
| 072 #7 - SUBJECT CATEGORY CODE |
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| Subject category code |
UYQ |
| Source |
bicssc |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
COM004000 |
| Source |
bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE |
|---|
| Subject category code |
UYQ |
| Source |
thema |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
006.3/1 |
| Edition number |
23/eng/20230327 |
| 049 ## - LOCAL HOLDINGS (OCLC) |
|---|
| Holding library |
MAIN |
| 111 2# - MAIN ENTRY--MEETING NAME |
|---|
| Meeting name or jurisdiction name as entry element |
AALTD (Workshop) |
| Number of part/section/meeting |
(7th : |
| Date of meeting |
2022 : |
| Location of meeting |
Grenbole, France) |
| 9 (RLIN) |
977938 |
| 245 10 - TITLE STATEMENT |
|---|
| Title |
Advanced analytics and learning on temporal data : |
| Remainder of title |
7th ECML PKDD Workshop, AALTD 2022, Grenoble, France, September 19-23, 2022, Revised selected papers. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
|---|
| Place of production, publication, distribution, manufacture |
Cham, Switzerland : |
| Name of producer, publisher, distributor, manufacturer |
Springer, |
| Date of production, publication, distribution, manufacture, or copyright notice |
2023. |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
1 online resource (xvi, 197 pages) : |
| Other physical details |
illustrations (some colour). |
| 336 ## - CONTENT TYPE |
|---|
| Content type term |
text |
| Content type code |
txt |
| Source |
rdacontent |
| 337 ## - MEDIA TYPE |
|---|
| Media type term |
computer |
| Media type code |
c |
| Source |
rdamedia |
| 338 ## - CARRIER TYPE |
|---|
| Carrier type term |
online resource |
| Carrier type code |
cr |
| Source |
rdacarrier |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Lecture notes in artificial intelligence |
| 490 1# - SERIES STATEMENT |
|---|
| Series statement |
Lecture notes in computer science ; |
| Volume/sequential designation |
13812 |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE |
|---|
| Bibliography, etc |
Includes bibliographical references (page xii-xiii) and author index. |
| 505 0# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
Intro -- Preface -- Workshop Description -- Organization -- Causal Discovery in Observational Time Series (Invited Talk) -- Contents -- Oral Presentation -- Adjustable Context-Aware Transformer -- 1 Introduction -- 2 Problem Definition -- 3 Related Work -- 4 Methodology -- 4.1 Background: Issues Arising from Point-Wise Attention -- 4.2 Temporal Attention -- 4.3 Adjustable Context-Aware Attention -- 4.4 Efficient Adjustable Context-Aware Attention -- 4.5 Overarching Architecture -- 5 Experiments -- 5.1 Datasets -- 5.2 Evaluation Metrics -- 5.3 Baselines |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
5.4 Model Training and Hyperprarameters -- 5.5 Results and Discussion -- 6 Conclusion -- References -- Clustering of Time Series Based on Forecasting Performance of Global Models -- 1 Introduction -- 2 A Clustering Algorithm Based on Prediction Accuracy of Global Forecasting Models -- 3 Simulation Study -- 3.1 Experimental Design -- 3.2 Alternative Approaches and Assessment Criteria -- 3.3 Results and Discussion -- 4 Application to Real Data -- 5 Conclusions -- References -- Experimental Study of Time Series Forecasting Methods for Groundwater Level Prediction -- 1 Introduction |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
2 Data Collection -- 3 Groundwater Level Forecasting -- 3.1 Local Versus Global Time Series Forecasting -- 3.2 Considered Methods -- 4 Experimental Settings -- 4.1 Setup -- 4.2 Comparison Metrics -- 5 Results -- 5.1 Generalized Autoregressive Models Results -- 5.2 DeepAR-Based Models Results -- 5.3 Prophet-Based Models Results -- 5.4 Comparing the Three Groups of Models -- 5.5 Discussion -- 6 Conclusion -- References -- Fast Time Series Classification with Random Symbolic Subsequences -- 1 Introduction -- 2 Related Work -- 3 Proposed Method -- 3.1 Symbolic Representations of Time Series |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
3.2 MrSQM Variants -- 4 Evaluation -- 4.1 Experiment Setup -- 4.2 Sensitivity Analysis -- 4.3 MrSQM Versus State-of-the-Art Symbolic Time Series Classifiers -- 4.4 MrSQM Versus Other State-of-the-Art Time Series Classifiers -- 5 Conclusion -- References -- RESIST: Robust Transformer for Unsupervised Time Series Anomaly Detection -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 RESIST Architecture -- 3.2 Robust Training Loss -- 3.3 Hypotheses -- 4 Experiments and Results -- 4.1 Dataset Description -- 4.2 Data Preprocessing -- 4.3 Training and Testing Protocols |
| 505 8# - FORMATTED CONTENTS NOTE |
|---|
| Formatted contents note |
4.4 Training Parameter Settings and Evaluation Criteria -- 4.5 Results -- 5 Conclusion and Perspectives -- References -- Window Size Selection in Unsupervised Time Series Analytics: A Review and Benchmark -- 1 Introduction -- 2 Background and Related Work -- 2.1 Definitions -- 2.2 Anomaly Detection -- 2.3 Segmentation -- 2.4 Motif Discovery -- 3 Window Size Selection -- 3.1 Dominant Fourier Frequency -- 3.2 Highest Autocorrelation -- 3.3 Hybrids: AutoPeriod and RobustPeriod -- 3.4 Multi-Window-Finder -- 3.5 Summary Statistics Subsequence -- 4 Experimental Evaluation -- 4.1 Setup |
| 500 ## - GENERAL NOTE |
|---|
| General note |
4.2 Anomaly Detection |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book constitutes the refereed proceedings of the 7th ECML PKDD Workshop, AALTD 2022, held in Grenoble, France, during September 1923, 2022. The 12 full papers included in this book were carefully reviewed and selected from 21 submissions. They were organized in topical sections as follows: Oral presentation and poster presentation. |
| 588 0# - SOURCE OF DESCRIPTION NOTE |
|---|
| Source of description note |
Print version record. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning |
| Form subdivision |
Congresses. |
| 9 (RLIN) |
15308 |
| 650 #6 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Apprentissage automatique |
| Form subdivision |
Congrès. |
| 9 (RLIN) |
20183 |
| 650 #7 - SUBJECT ADDED ENTRY--TOPICAL TERM |
|---|
| Topical term or geographic name as entry element |
Machine learning |
| Source of heading or term |
fast |
| 9 (RLIN) |
1680 |
| 655 #7 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
proceedings (reports) |
| Source of term |
aat |
| 655 #7 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
Conference papers and proceedings |
| Source of term |
fast |
| 9 (RLIN) |
6065 |
| 655 #7 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
Conference papers and proceedings. |
| Source of term |
lcgft |
| 9 (RLIN) |
6065 |
| 655 #7 - INDEX TERM--GENRE/FORM |
|---|
| Genre/form data or focus term |
Actes de congrès. |
| Source of term |
rvmgf |
| 9 (RLIN) |
609890 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Guyet, Thomas, |
| Relator term |
editor. |
| 9 (RLIN) |
69295 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Ifrim, Georgiana, |
| Relator term |
editor. |
| 9 (RLIN) |
66579 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Malinowski, Simon, |
| Relator term |
editor. |
| 9 (RLIN) |
69292 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Bagnall, Anthony, |
| Relator term |
editor. |
| 9 (RLIN) |
69293 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Shafer, Patrick, |
| Relator term |
editor. |
| 9 (RLIN) |
977939 |
| 700 1# - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Lemaire, Vincent |
| Titles and other words associated with a name |
(Computer scientist), |
| Relator term |
editor. |
| -- |
https://id.oclc.org/worldcat/entity/E39PCjG89MkHpp8JhpPPQmc8hb |
| 9 (RLIN) |
914821 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
|---|
| Relationship information |
Print version: |
| Main entry heading |
Guyet, Thomas |
| Title |
Advanced Analytics and Learning on Temporal Data |
| Place, publisher, and date of publication |
Cham : Springer International Publishing AG,c2023 |
| International Standard Book Number |
9783031243776 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
LNCS sublibrary. |
| Number of part/section of a work |
SL 7, |
| Name of part/section of a work |
Artificial intelligence. |
| 9 (RLIN) |
20712 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE |
|---|
| Uniform title |
Lecture notes in computer science ; |
| Volume number/sequential designation |
13812. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://link.springer.com/10.1007/978-3-031-24378-3">https://link.springer.com/10.1007/978-3-031-24378-3</a> |
| 938 ## - |
|---|
| -- |
ProQuest Ebook Central |
| -- |
EBLB |
| -- |
EBL7217828 |
| 938 ## - |
|---|
| -- |
YBP Library Services |
| -- |
YANK |
| -- |
304742807 |
| 994 ## - |
|---|
| -- |
92 |
| -- |
ATIST |