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Evangelos Pournaras, Izabela Moise, Dirk Helbing Project Examples

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Page 1: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Evangelos Pournaras, Izabela Moise, Dirk Helbing

1

Project Examples

Evangelos Pournaras 17.12.2015

Page 2: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Project Examples

Human activity recognition

Polarization, conflicts and sentiment analysis

Mining privacy profiles of mobile applications

Sharing economies

Smart Grids

Recommender systems

Page 3: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Project Examples

Some possible application areas for data science

Each area provides opportunities for several projects

We show you possible areas but not problems

Defining the problem is your job! See Step 1 of the project guide

Contact us for more information about the exact projects and datasets

Page 4: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Human Activity Recognition

Evangelos Pournaras

Using phone sensors

17.12.2015

Activities

Walking, stepping, running, sitting, etc.

Sleeping

Driving

Health

Quality indicators

DatasetsNervousnet

MDCCrownSignals

UCI

ActivitiesEarthquake detection, pedestrian flows, etc.

Page 5: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Polarization, Conflicts, Sentiment Analysis

Evangelos Pournaras 17.12.2015

EU economic crisis - Grexit

Immigration

OtherDatasets

Available: Grexit twitter data (2.5GB)Crawl: Twitter API, DGELT

Opinion mining, information spread, etc.

Page 6: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Mining Privacy Profiles of Mobile Applications

Evangelos Pournaras 17.12.2015

Device analyzer app, Android marketplace crawler, IzzyOnDroid, F-

Droid, survey questions, etc.

Possible Projects

Datasets

Privacy preferences, data sharing attitudes, application profiles, data

summarization algorithms, etc

Page 7: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Sharing Economies

Evangelos Pournaras 17.12.2015

Hubway, UBER API, etc.Datasets

Possible Projects

Mobility analysis, system performance analysis, robustness, quality of service,

etc.

Page 8: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Smart Grids

Evangelos Pournaras 17.12.2015

ECBT, PNW, DRED, REDD, PEV, NREL etc.

Residential Energy Management

Datasets

Electrical Vehicles

Renewables

Consumption planning/profiling/disaggregation,

user activity extraction, etc.

Peak shaving, cost optimization, resilience to blackouts, discomfort minimization,

fairness, etc.

Forecasting, optimal power generation, etc.

Mobility pattern recognition

Page 9: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Recommender Systems

Evangelos Pournaras 17.12.2015

Supermarket Products

Product categorization/classification, consumer profiling/preference

extractions, collaborative filtering, etc

Movies

Restaurants

ASSET, UCI, etcDatasets

Page 10: project examples - ETH Z · Project Examples Some possible application areas for data science Each area provides opportunities for several projects We show you possible areas but

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Questions

Evangelos Pournaras 17.12.2015

Contact us for more information


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