Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Introduction to Data Stream Mining
Search
Albert Bifet
August 25, 2012
Research
1
180
Introduction to Data Stream Mining
Albert Bifet
August 25, 2012
Tweet
Share
More Decks by Albert Bifet
See All by Albert Bifet
Distributed Systems
abifet
1
200
Frequent Pattern Mining
abifet
1
180
Regression
abifet
0
180
Evaluation
abifet
1
140
Stream Algorithmics
abifet
1
260
Clustering
abifet
2
210
Ensemble Methods
abifet
0
140
Classification
abifet
0
250
Concept Drift
abifet
0
260
Other Decks in Research
See All in Research
自己教師あり学習による事前学習(CVIMチュートリアル)
naok615
2
1.4k
論文紹介 DISN: Deep Implicit Surface Network for High quality Single-view 3D Reconstruction / DISN: Deep Implicit Surface Network for High quality Single-view 3D Reconstruction
nttcom
0
110
CVPR2023 EarthVision Workshopより衛星画像関連論文紹介 / Satellite Imaging Processing Papers in CVPR2023 EarthVision Workshop
nttcom
0
120
ICLR2024 LLMエージェントの研究動向
masatoto
0
150
First Authorに俺はなるっ!! IROS’23 CCC2023 FY
shota_nishiyama
0
170
SSII2023 医療支援における画像処理研究の動向と展望
moda0
0
110
Alexander Mielke Hellinger--Kantorovich (a.k.a. Wasserstein-Fisher-Rao) Spaces and Gradient Flows
jjzhu
3
180
200名の育児中男性の声 「僕たちは、キャリアとライフをトレードオフにしたくない」共働き3.0世代の男性が 本当に求める働き方とは【ワーキングペアレンツの転職意識調査2023|XTalent株式会社】
xtalent
0
470
[ICLR'24] Towards Assessing and Benchmarking Risk-Return Tradeoff of OPE
harukakiyohara_
0
200
2024-01-23-az
sofievl
1
740
ニフティのインナーソース導入事例 - InnerSource Commons #11
niftycorp
PRO
0
260
方策の長期性能に対する効率的なオフライン評価・学習 (Long-term Off-Policy Evaluation and Learning)
usaito
PRO
2
180
Featured
See All Featured
Into the Great Unknown - MozCon
thekraken
10
990
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
21
1.6k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
241
1.2M
Teambox: Starting and Learning
jrom
128
8.4k
The Art of Programming - Codeland 2020
erikaheidi
42
12k
How to name files
jennybc
65
93k
Build your cross-platform service in a week with App Engine
jlugia
225
17k
jQuery: Nuts, Bolts and Bling
dougneiner
59
7.1k
Art, The Web, and Tiny UX
lynnandtonic
289
19k
Scaling GitHub
holman
457
140k
Building Adaptive Systems
keathley
31
1.9k
Robots, Beer and Maslow
schacon
PRO
155
7.9k
Transcript
Introduction to Data Stream Mining Albert Bifet March 2012
Motivation Source: IDC’s Digital Universe Study (EMC), June 2011 Data
is growing
Motivation Memory unit Size Binary size kilobyte (kB/KB) 103 210
megabyte (MB) 106 220 gigabyte (GB) 109 230 terabyte (TB) 1012 240 petabyte (PB) 1015 250 exabyte (EB) 1018 260 zettabyte (ZB) 1021 270 yottabyte (YB) 1024 280 Data is growing
Motivation Source: IDC’s Digital Universe Study (EMC), June 2011 Data
is growing
Motivation Source: IDC’s Digital Universe Study (EMC), June 2011 Data
is growing
Motivation Source: IDC’s Digital Universe Study (EMC), June 2011 Data
is growing
Streaming Data Big Data & Real Time
Big Data McKinsey Global Institute (MGI) Report on Big Data,
2011. Big data refers to datasets whose size is beyond the ability of typical database software tools to capture, store, manage, and analyze.
Big Data McKinsey Global Institute (MGI) Report on Big Data,
2011. Big data refers to datasets whose size is beyond the ability of typical database software tools to capture, store, manage, and analyze.
Methodology Sampling and distributed systems
Methodology Paolo Boldi Big Data does not need big machines,
it needs big intelligence
Real time analytics We want to analyze what is happening
now.
Real time analytics We want to analyze what is happening
now.
Time and Memory Number 8 Wire Mentality Time and memory
are the resource dimensions of the process.
Time and Memory Time and memory are the resource dimensions
of the process.
Algorithms Classification, Regression, Clustering, Frequent Pattern Mining.
Applications sensor data: industry, cities telecomm data social networks: twitter,
facebook, yahoo marketing: sales business Data may come from: humans, sensors, or machines.
Data Streams Big Data & Real Time