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| === Wednesday, 30.04.14 14.15 MAR4033 === * ''' Tillmann Fiehn''' (Chair: Mikio Braun) ==== Customer journey attribution with model based attributable risk ==== The efficiency of marketing investments is of high interest. However it is very difficult to be measured due to the split of marketing investments into multiple channels with different performance measures. Multi-touch attribution addresses performance based compensation to multiple channels with respect to the contribution to conversions. Click streams across multiple channels and conversion events, e.g. purchases, are called customer journeys. A logistic regression model that reflects both performance of touch points (e.g. clicks) and temporal relation to other touch points is fit to a sample of customer journeys. The probability estimates are used for the estimation of attributable risk for channels / a channel. That is:"the fraction of conversions that would not have been concluded if a channel / some channels did not serve ads". ---- == Planned Talks == === Wednesday, 07.05.14 14.15 MAR4033 === * ''' Sven Dähne''' * ''' Wiktor Pronobis''' (Chair: Guido Schwenk) |
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| ---- == Planned Talks == |
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| * ''' Danny Panknin''' | |
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| * ''' Danny Panknin''' | |
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| * ''' Alexander Bauer''' | |
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| * ''' Guilhelm Simons (job talk)''' | |
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| * ''' Alexander Bauer''' | |
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| * ''' Anne Porbadnigk''' | * ''' Owen Falzon (guest)''' |
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| * ''' Sven Dähne''' | |
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| * ''' Anne Porbadnigk''' | |
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| === Wednesday, 07.05.14 14.15 MAR4033 === * ''' Wiktor Pronobis''' (Chair: Guido Schwenk) === Wednesday, 30.04.14 14.15 MAR4033 === * ''' Tillmann Fiehn''' (Chair: Mikio Braun) ==== Customer journey attribution with model based attributable risk ==== The efficiency of marketing investments is of high interest. However it is very difficult to be measured due to the split of marketing investments into multiple channels with different performance measures. Multi-touch attribution addresses performance based compensation to multiple channels with respect to the contribution to conversions. Click streams across multiple channels and conversion events, e.g. purchases, are called customer journeys. A logistic regression model that reflects both performance of touch points (e.g. clicks) and temporal relation to other touch points is fit to a sample of customer journeys. The probability estimates are used for the estimation of attributable risk for channels / a channel. That is:"the fraction of conversions that would not have been concluded if a channel / some channels did not serve ads". |
Doktoranden-/Diplomandenseminar SS 14
In this seminar, master/phd students of the IDA group present their current work and research ideas.
When? |
usually on Wednesdays, 2:15pm to 3:15pm, or as announced (see below) |
Where? |
at TU Berlin , MAR 4005, or as announced (see below) |
How? |
More information for speakers and participants here. |
Next Talk
Wednesday, 14.05.14 14.15 MAR4033
Sara Atito
Forooz Shahbazi Avarvand
Jan Saputra Müller
(Chair: Sebastian Bach)
Planned Talks
Wednesday, 21.05.14 14.15 MAR4033
Jacquelyn Shelton
Irene Winkler
(Chair: Wiktor Pronobis)
Wednesday, 28.05.14 14.15 MAR4033
Danny Panknin
Matthias Schultze-Kraft
(Chair: Felix Brockherde)
Wednesday, 04.06.14 14.15 MAR4033
Kristof Schütt
Guilhelm Simons (job talk)
(Chair: Nico Görnitz)
Wednesday, 11.06.14 14.15 MAR4033
Daniel Bartz
Bastian Venthur
Alexander Bauer
(Chair: Matthias Schultze-Kraft)
Wednesday, 18.06.14 14.15 MAR4033
Fatemeh Ali Mardani
Owen Falzon (guest)
(Chair: Laura Acqualagna)
Wednesday, 25.06.14 14.15 MAR4033
Markus Wenzel
Sebastian Bach
(Chair: Kristof Schütt)
Wednesday, 02.07.14 14.15 MAR4033
Laura Acqualagna
Johannes Höhne
(Chair: Daniel Bartz)
Wednesday, 09.07.14 14.15 MAR4033
Felix Brockherde
Irene Sturm
Sven Dähne
(Chair: Irene Winkler)
Wednesday, 16.07.14 14.15 MAR4033
Duncan Blythe
Nico Görnitz
Anne Porbadnigk
(Chair: Johannes Höhne)
Previous Talks
Wednesday, 07.05.14 14.15 MAR4033
Wiktor Pronobis
(Chair: Guido Schwenk)
Wednesday, 30.04.14 14.15 MAR4033
Tillmann Fiehn
(Chair: Mikio Braun)
Customer journey attribution with model based attributable risk
The efficiency of marketing investments is of high interest. However it is very difficult to be measured due to the split of marketing investments into multiple channels with different performance measures. Multi-touch attribution addresses performance based compensation to multiple channels with respect to the contribution to conversions.
Click streams across multiple channels and conversion events, e.g. purchases, are called customer journeys. A logistic regression model that reflects both performance of touch points (e.g. clicks) and temporal relation to other touch points is fit to a sample of customer journeys. The probability estimates are used for the estimation of attributable risk for channels / a channel. That is:"the fraction of conversions that would not have been concluded if a channel / some channels did not serve ads".
-- Wojciech Samek -- Jul 2013