Combining tacit knowledge elicitation with the SilverKnETs tool and random forests: (Record no. 14521)
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fixed length control field | 01878nab a2200253 4500 |
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control field | 20230906201838.0 |
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fixed length control field | 230906b |||||||| |||| 00| 0 eng d |
100 ## - MAIN ENTRY--PERSONAL NAME | |
Personal name | Scheuer, Sebastian |
245 ## - TITLE STATEMENT | |
Title | Combining tacit knowledge elicitation with the SilverKnETs tool and random forests: |
Sub Title | the example of residential housing choices in Leipzig/ |
260 ## - PUBLICATION, DISTRIBUTION, ETC. (IMPRINT) | |
Name of publisher, distributor, etc | Sage, |
Date of publication, distribution, etc | 2020. |
300 ## - PHYSICAL DESCRIPTION | |
Pages | Vol. 47, Issue 3, 2020, ( 400–416 p.) |
520 ## - SUMMARY, ETC. | |
Summary, etc | Residential choice behaviour is a complex process underpinned by both housing market restrictions and individual preferences, which are partly conscious and partly tacit knowledge. Due to several limitations, common survey methods cannot sufficiently tap into such tacit knowledge. Thus, this paper introduces an advanced knowledge elicitation process called SilverKnETs and combines it with data mining using random forests to elicit and operationalize this type of knowledge. For the application case of the city of Leipzig, Germany, our findings indicate that rent, location and type of housing form the three predictors strongly influencing the decision making in residential choices. Other explanatory variables appear to have a much lower influence. Random forests have proven to be a promising tool for the prediction of residential choices, although the design and scope of the study govern the explanatory power of these models. |
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Added Entry Personal Name | Haase, Dagmar |
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Added Entry Personal Name | Haase, Annegret |
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Added Entry Personal Name | Kabisch, Nadja |
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Added Entry Personal Name | Wolff, Manuel |
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Added Entry Personal Name | Schwarz, Nina |
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Added Entry Personal Name | Großmann, Katrin |
773 0# - HOST ITEM ENTRY | |
Host Biblionumber | 8876 |
Host Itemnumber | 17104 |
Place, publisher, and date of publication | London Pion Ltd. 2010 |
Title | Environment and planning B: planning and design (Urban Analytics and City Science) |
International Standard Serial Number | 1472-3417 |
856 ## - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | https://doi.org/10.1177/2399808318777500 |
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Koha item type | E-Journal |
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