Data Science View, Shiga University...Data Science View, Shiga University 2019（令和元）年度...
58
Data Science View, Shiga University May 2020 vol. 4
Transcript of Data Science View, Shiga University...Data Science View, Shiga University 2019（令和元）年度...
2020.indb
May 2020vol.4
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2019 CmmunicatinsftheCM JudeaearlheSevenlsf Causalnference,withReflectinsnMachineLearning 2019 SilvaR,ShimizuS2017.Learninginstrumental variableswith structural and nn-Gaussianity assumptins. Jurnal f Machine Learning Research18,1-49 Blöbaum, JanzingD,Washi , Shimizu S, SchölkpfB2018.Cause-effect inferenceby cmparing regressin errrs. rceedings f the21st nternatinalCnferencenrtificial ntelligenceandStatisticsSS84,900-909 2017
1 VR SCOE ejer-de-abls,NakashimaY,Sat,Ykya N,LinnaM,andRahtuE2018.Summarizatin
fUser-GeneratedSprtsVidebyUsingDeep ctinRecgnitinFeatures.EEEransactinsn Multimedia20,2000-2011 anaka,KawaiN,NakashimaY,Sat, and YkyaN2018.terativeapplicatinsf image cmpletinwithCNN-based failuredetectin. Jurnal f Visual Cmmunicatin and mage Representatin55,56-66 OkedaS,akeharaH,KawaiN,SakataN,Sat, anakaandKiykawaK2018.wardmre believableVRbysmth transitinbetweenreal andvirtualenvirnmentsviamnidirectinalvide. EEEnt.Symp.nMixedandugmentedReality, 222-22510.1109/SMR-djunct.2018.00072
DSUN DynamicallyScializedUserNetwrking 4 3 2018Scpus 26 Zhu, LiangW,WangK,HuangR and Jin Q2018. cademic nfluence ware and MultidimensinalNetwrknalysis frResearch CllabratinNavigatinBasednSchlarlyBig Data. EEEransactinsnEmergingpics in Cmputing.10.1109/EC.2018.2860051 Zhu,WuBandJinQ2018.nalysisfUser NetwrkandCrrelatinfrCmmunityDiscvery Basednpic-awareSimilarityandBehaviral nfluence. EEEransactinsnHuman-Machine Systems48,559-571 Zhu,WuB and JinQ.2019.UserRle dentificatin Based n Scial Behavir and NetwrkingnalysisfrnfrmatinDisseminatin. FutureGeneratinCmputerSystems96,639-648
Matsui,H2020.Quadraticregressinfrfunctinal respnsemdels.EcnmetricsandStatistics13,125- 136. Misumi,,Matsui,H,Knishi,S2019.Multivariate functinalclusteringand itsapplicatin t typhn data.Behavirmetrika 46,163-175 2018.
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Matthew J. Holland (Osaka University) "Stronger contracts in machine learning"
Hyonggin An (Korea University) "Penalized spline propensity prediction imputation method with machine learning techniques"
Hwan Chung (Korea University) "Joint Latent Class Profile Analysis for Repeatedly Measured Multiple Latent Class Variables: An Application to Stage-Sequential Process of Drug- Taking Behaviors"
Gobert Lee (Flinders University) "Al in Radiology" Lotfi El Hafi (Ritsumeikan University)
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54 423 IC
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56 59 Weimin LiSchool of Computer Engineering and
Technology, Shanghai University, Shanghai, China Influence maximization based on node characteristics and propagation decay properties
57 521 NTT 58 63 Ricardo MontiGatsby Unit, University College London Causal Discovery with General Non-Linear Relationships using
Non-Linear ICA Wenkai XuGatsby Unit, University College London Community and Relational Detection via Structured Non-
negative Factorisation 59 712 Zhigang YaoDepartment of Statistics and Applied
Probability, National University of Singapore Principal Sub-manifolds and Principal Boundary
60 82 Gaurav GuptaDept. of Mathematical Sciences, Wenzhou-Kean University, Wenzhou, China
Filtering impulse noise in medical images using information sets
61 820 () AI 62 96 (Chief Digital Advisor, JTEC / former president
and CEO, NTT Data Asia Pacific) Data, Information and Intelligence – the way to make value proposition in Asia Pacific (APAC)
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2020.indb 39 2020/06/18 18:53:24
19861992
200419921995 20042016 Yo Sheena (2018), Asymptotic expansion of the risk of maximum likelihood estimator with respect to α-divergence, Communications in Statistics –Theory and Methods--, 47, 4059-4087.
Yo Sheena (2018), Estimation of a continuous distribution on the real line by discretization methods, Metrika, 82, 339-360.
Keywords:
images to construct learning dataset and its application for extracting character string region based on machine learning", Proc. of International Society of Artificial Life and Robotics 2018 (AROB2018), Beppu, Oita, Japan, P335-338
Keywords:
A Framework for Comprehensive Simulations on Massive Parallel Machines, Massively Multi-Agent Systems II, pp.130- 143.2019. Keywords:
Keywords:
20092017 T. Imai, K. Ota, and T. Aoyagi, Robust Measurements of Phase Response Curves Realized via Multicycle Weighted Spike-Triggered Averages, Journal of the Physical Society of Japan, Vol. 86, No. 2, e024009 (2017). T. Funato, Y. Yamamoto, S. Aoi, T. Imai, T. Aoyagi, N. Tomita, and K. Tsuchiya, Evaluation of
the Phase-Dependent Rhythm Control of Human Walking Using Phase Response Curves, PLOS Computational Biology, Vol. 12, No. 5, e1004950 (2016). Keywords:
201432019 M. Saadatfar, H. Takeuchi, V. Robins, N. Francois, Y. Hiraoka. Pore configuration landscape of granular crystallization. Nat. Commun. 8, 15082 (2017). H. Asashiba, E.G. Escolar, Y. Hiraoka, H. Takeuchi. Matrix method for persistence modules on commutative ladders of finite type. Japan J. Indust. Appl. Math. 36, 97–130 (2019).
Keywords:
2013 2017 2020 Tajima Y, Uwano F, Murata A, Harada T, Takadama K, Sleep Stage Estimation Comparing Own Past Heartrate or Others' Heartrate, SICE Journal of Control, Measurement, and System Integration, Vol. 11, No. 1, pp. 32-39, 2018. Tajima Y, Nakata M, Matsu shima H, Sato H, Hattori K, and Takadama K, Evolutionary
algorithms for uncertain evaluation functions, New Mathematics and Natural Computation, World Scientific, Vol. 11, No. 2, pp. 201-215, 2015.
Keywords:
Keywords:
SASSTATAR
R
Keywords:
Keywords:
Keywords:
Keywords:
Hadoop
Keywords:
Keywords:
Keywords:
Keywords:
CO2
Keywords:AHP
2020.indb 46 2020/06/18 18:53:29
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2020-1_4.indd 1 2020/07/02 12:29
May 2020vol.4
……………………………………………………………… 9 / JSSRC / DEML …………………………………………………………… 13 Hikone Data Science 2019
………………………………… 16
…………………………………………………………… 23 MOOC PBL DSDS … …………………………………………………… 33
………………………………………………… 36 AI Experience 2019 Tokyo Data Science Fes 2019
………………………………………………………………………………… 40
2 150 DataScienceView2019
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Sasai,MiyabeK,akemura2019.Erds- Feller-Klmgrv-etrwsky lawf the iterated lgarithmfrself-nrmalizedmartingales:agame- thereticapprach.hennalsfrbability47, 1136-1161 SatR,MiyabeK,akemura2018.Relatin between the ratef cnvergencef strng law f largenumbersand the ratefcncentratin fBayesianprir ingame-thereticprbability. Stchasticrcessesand theirpplicatins128, 1466-1484 2019
2019 CmmunicatinsftheCM JudeaearlheSevenlsf Causalnference,withReflectinsnMachineLearning 2019 SilvaR,ShimizuS2017.Learninginstrumental variableswith structural and nn-Gaussianity assumptins. Jurnal f Machine Learning Research18,1-49 Blöbaum, JanzingD,Washi , Shimizu S, SchölkpfB2018.Cause-effect inferenceby cmparing regressin errrs. rceedings f the21st nternatinalCnferencenrtificial ntelligenceandStatisticsSS84,900-909 2017
1 VR SCOE ejer-de-abls,NakashimaY,Sat,Ykya N,LinnaM,andRahtuE2018.Summarizatin
fUser-GeneratedSprtsVidebyUsingDeep ctinRecgnitinFeatures.EEEransactinsn Multimedia20,2000-2011 anaka,KawaiN,NakashimaY,Sat, and YkyaN2018.terativeapplicatinsf image cmpletinwithCNN-based failuredetectin. Jurnal f Visual Cmmunicatin and mage Representatin55,56-66 OkedaS,akeharaH,KawaiN,SakataN,Sat, anakaandKiykawaK2018.wardmre believableVRbysmth transitinbetweenreal andvirtualenvirnmentsviamnidirectinalvide. EEEnt.Symp.nMixedandugmentedReality, 222-22510.1109/SMR-djunct.2018.00072
DSUN DynamicallyScializedUserNetwrking 4 3 2018Scpus 26 Zhu, LiangW,WangK,HuangR and Jin Q2018. cademic nfluence ware and MultidimensinalNetwrknalysis frResearch CllabratinNavigatinBasednSchlarlyBig Data. EEEransactinsnEmergingpics in Cmputing.10.1109/EC.2018.2860051 Zhu,WuBandJinQ2018.nalysisfUser NetwrkandCrrelatinfrCmmunityDiscvery Basednpic-awareSimilarityandBehaviral nfluence. EEEransactinsnHuman-Machine Systems48,559-571 Zhu,WuB and JinQ.2019.UserRle dentificatin Based n Scial Behavir and NetwrkingnalysisfrnfrmatinDisseminatin. FutureGeneratinCmputerSystems96,639-648
Matsui,H2020.Quadraticregressinfrfunctinal respnsemdels.EcnmetricsandStatistics13,125- 136. Misumi,,Matsui,H,Knishi,S2019.Multivariate functinalclusteringand itsapplicatin t typhn data.Behavirmetrika 46,163-175 2018.
JSSRC 200495201747 20193215 317 2020 1819901996 28000DnaldE, 2003
1733 2015JF2016 N=64376 54.5% JSSRC19K04393
DB DEML
DEMLythnR
DEML
DEML
2020.indb 10 2020/06/18 18:53:09
2020.indb 11 2020/06/18 18:53:09
CCC CCC ()
SMBC SMBC 2017 2018 2019 2020 DS
EBPM EBMEvidence- BasedlicyMaking KKO EBM EBM 2019 QC“EBM ”
EBPM
OPICS
Science Education and Research
62186
44111700
3
Hikone Data Science 019
"Reconciling accessibility, reliability and safety in the programmable loT"
Matthew J. Holland (Osaka University) "Stronger contracts in machine learning"
Hyonggin An (Korea University) "Penalized spline propensity prediction imputation method with machine learning techniques"
Hwan Chung (Korea University) "Joint Latent Class Profile Analysis for Repeatedly Measured Multiple Latent Class Variables: An Application to Stage-Sequential Process of Drug- Taking Behaviors"
Gobert Lee (Flinders University) "Al in Radiology" Lotfi El Hafi (Ritsumeikan University)
"Strategies for Deploying Large Cross-Institutional Robotics Projects"
910
"× "
""
"" Data Engineering and Machine
Learning
2019
54 423 IC
55 425
56 59 Weimin LiSchool of Computer Engineering and
Technology, Shanghai University, Shanghai, China Influence maximization based on node characteristics and propagation decay properties
57 521 NTT 58 63 Ricardo MontiGatsby Unit, University College London Causal Discovery with General Non-Linear Relationships using
Non-Linear ICA Wenkai XuGatsby Unit, University College London Community and Relational Detection via Structured Non-
negative Factorisation 59 712 Zhigang YaoDepartment of Statistics and Applied
Probability, National University of Singapore Principal Sub-manifolds and Principal Boundary
60 82 Gaurav GuptaDept. of Mathematical Sciences, Wenzhou-Kean University, Wenzhou, China
Filtering impulse noise in medical images using information sets
61 820 () AI 62 96 (Chief Digital Advisor, JTEC / former president
and CEO, NTT Data Asia Pacific) Data, Information and Intelligence – the way to make value proposition in Asia Pacific (APAC)
63 913 () 64 1018 () 100 65 1
1030
66 111 () 67 118 JMDC /
68 1112 () BtoB
69 1113 () 70 1115 2 71 1125 /
72 124 ( ) 73 1212() () DeepLearning
() 74 1216() ()
( )
75 18() () Community in Dynamic Network 76 25() 3 77 27() Myoungshic Jhun (Department of Applied Mathematics
and Statistics, SUNY Korea) Bootstrap Method for Categorical Data Analysis: revisited
78 212() () 79 4
217() “” —
80 34() 5 WShttps://www.ds.shiga-u.ac.jp/dscenter_event_category/seminar/
2019
2019514 TVICT
2019711 /Data Engineering and Machine LearningDEML DEML
201910
2019723
2020.indb 16 2020/06/18 18:53:12
20191023 ICTIoT
20191125
2020.indb 17 2020/06/18 18:53:12
202020brista brista20187 APT Women
202019 Society5.0
2020
2020.indb 18 2020/06/18 18:53:14
PPD SCREEN
() (NEC) 24
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2020.indb 21 2020/06/18 18:53:15
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2019 13,500 2 20192 4,300 2020MOOC DC
1
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2020.indb 24 2020/06/18 18:53:17
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2020.indb 25 2020/06/18 18:53:17
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2020.indb 26 2020/06/18 18:53:17
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2020.indb 32 2020/06/18 18:53:21
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33
2020410 AB
2019831
20191128
Python
2019727
2020191126
AI 172019410
AI
2019720
14410
20181225
2019
201910
2020.indb 33 2020/06/18 18:53:21
2020.indb 34 2020/06/18 18:53:22
2020.indb 35 2020/06/18 18:53:22
Data Science Fes 019
3Data Science Fes 019 Student Academy
20191116Data ScienceFes2019Studentcademy 3 33
3000 DataRbt DataRbt DataRbt DataRbtDataRbt
AI Experience 019 Tokyo
SC SR 5060
3
2020.indb 37 2020/06/18 18:53:23
2016 2019
2019 823
()
20191214
MOOC
2019 “ ” 20197 FES V 2019 12V https://www.shiga-u.ac.jp/2019/05/16/65234/ FES https://www.shiga-u.ac.jp/2019/08/07/67520/
FESTAT
https://www.ds.shiga-u.ac.jp/news-faculty/p4670/ https://www.ds.shiga-u.ac.jp/dscenter_inf/p4125/
2020.indb 39 2020/06/18 18:53:24
19861992
200419921995 20042016 Yo Sheena (2018), Asymptotic expansion of the risk of maximum likelihood estimator with respect to α-divergence, Communications in Statistics –Theory and Methods--, 47, 4059-4087.
Yo Sheena (2018), Estimation of a continuous distribution on the real line by discretization methods, Metrika, 82, 339-360.
Keywords:
images to construct learning dataset and its application for extracting character string region based on machine learning", Proc. of International Society of Artificial Life and Robotics 2018 (AROB2018), Beppu, Oita, Japan, P335-338
Keywords:
A Framework for Comprehensive Simulations on Massive Parallel Machines, Massively Multi-Agent Systems II, pp.130- 143.2019. Keywords:
Keywords:
20092017 T. Imai, K. Ota, and T. Aoyagi, Robust Measurements of Phase Response Curves Realized via Multicycle Weighted Spike-Triggered Averages, Journal of the Physical Society of Japan, Vol. 86, No. 2, e024009 (2017). T. Funato, Y. Yamamoto, S. Aoi, T. Imai, T. Aoyagi, N. Tomita, and K. Tsuchiya, Evaluation of
the Phase-Dependent Rhythm Control of Human Walking Using Phase Response Curves, PLOS Computational Biology, Vol. 12, No. 5, e1004950 (2016). Keywords:
201432019 M. Saadatfar, H. Takeuchi, V. Robins, N. Francois, Y. Hiraoka. Pore configuration landscape of granular crystallization. Nat. Commun. 8, 15082 (2017). H. Asashiba, E.G. Escolar, Y. Hiraoka, H. Takeuchi. Matrix method for persistence modules on commutative ladders of finite type. Japan J. Indust. Appl. Math. 36, 97–130 (2019).
Keywords:
2013 2017 2020 Tajima Y, Uwano F, Murata A, Harada T, Takadama K, Sleep Stage Estimation Comparing Own Past Heartrate or Others' Heartrate, SICE Journal of Control, Measurement, and System Integration, Vol. 11, No. 1, pp. 32-39, 2018. Tajima Y, Nakata M, Matsu shima H, Sato H, Hattori K, and Takadama K, Evolutionary
algorithms for uncertain evaluation functions, New Mathematics and Natural Computation, World Scientific, Vol. 11, No. 2, pp. 201-215, 2015.
Keywords:
Keywords:
SASSTATAR
R
Keywords:
Keywords:
Keywords:
Keywords:
Hadoop
Keywords:
Keywords:
Keywords:
Keywords:
CO2
Keywords:AHP
2020.indb 46 2020/06/18 18:53:29
100 1,500
2016
♦
202041
NTT NRI CRM AGC LINE
2020.indb 49 2020/06/18 18:53:31
DS
DS
DS DS BL MOOC
DS
()
R,Python,SAS,SPSS,Minitab, Tableau
()
()WebA/B
ARIMA
()
()
()
2020.indb 50 2020/06/18 18:53:31
/()
h.D. h.D. h.D.
/ / / / / / / / / /
CSO
20201
7
10 EBM 14 31 SfM 24
70 KOKUSELECRC
15
2019 7 7 711 DataEngineeringandMachineLearning
DEML 712 723 723 729 echKidsCMin
19 2019 23 10 10 2019
11 HikneDataScience2019ransnatinalDataScienceEducatinandResearch
1819 DS 20 DS
1023
12
219 221
32 324 DEML
GU 325
24
DataScienceView
2020.indb 54 2020/06/18 18:53:31
10
https://www.shiga-u.ac.jp/kikin/fund_ds/
2020-2_3.indd 3 2020/07/02 12:31
rsity
MAIL: [email protected] HP: https://www.ds.shiga-u.ac.jp/dscenter/
2020-1_4.indd 1 2020/07/02 12:29
