Data · dataset · 2013
Multi-aspect Reviews
Listed in BERD@NFDI Data Portal
The Multi-aspect Reviews dataset captures reviews with multiple rated dimensions collected by Julian McAuley's lab (University of California San Diego): beer reviews from Ratebeer and Beeradvocate, including sensory aspects such as taste, look, feel, and smell.
Description
It includes anonymized user IDs, beer/brewer IDs, aspect-specific ratings, review text, product category, and ABV, available as two separate datasets — Ratebeer (40,213 users, 110,419 items, 2,855,232 ratings, Apr 2000 – Nov 2011) and BeerAdvocate (33,387 users, 66,051 items, 1,586,259 ratings, Jan 1998 – Nov 2011).
Please cite the following if you use the data: Learning attitudes and attributes from multi-aspect reviews Julian McAuley, Jure Leskovec, Dan Jurafsky ICDM, 2012 DOI: dl.acm.org/doi/10.1109/ICDM.2012.110 From amateurs to connoisseurs: modeling the evolution of user expertise through online reviews Julian McAuley, Jure Leskovec WWW, 2013 DOI: dl.acm.org/doi/10.1145/2488388.2488466
Links
Where it is published
- BERD@NFDI Data Portal record berd-platform.de/records/tp7wh-3gs47 ↗
landing page · from berd platform de
Catalogue records · 1
- InvenioRDM API berd-platform.de/api/records/tp7wh-3gs47 ↗
metadata API · from berd platform de
Topics
- Stated by source
- Beverage industry · Consumer behaviour · Machine-learning · Pattern recognition · Personalization · Sentiment Analysis · Social web · User-generated content · Web 2.0 technologies
- From keywords
- Computer Science & AI · Consumer behaviour · Economics & Finance · Engineering · Machine learning · Pattern recognition · Psychology & Behavioral Science · Social Science
- Inferred from text
- Text 75%
Provenance · 1 source records, 23 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| BERD@NFDI Data Portal | tp7wh-3gs47 | 11 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].anzsrc:field:350601 | mapping · berd platform de | vocabulary-mapper@1.0.0 | keywords['Consumer behaviour'] |
| concepts[field].anzsrc:field:460308 | mapping · berd platform de | vocabulary-mapper@1.0.0 | keywords['Pattern recognition'] |
| concepts[field].anzsrc:group:4611 | mapping · berd platform de | vocabulary-mapper@1.0.0 | keywords['Machine learning'] |
| concepts[field].local:field:computer-science-ai | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:engineering | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[field].local:field:social-science | mapping · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[modality].local:modality:text | enrichment · berd platform de | keyword-concept-rules@1.0.0 | title+description (75%) |
| concepts[topic].invenio_subject:berd_platform_de:beverage-industry | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:consumer-behaviour | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:machine-learning | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:pattern-recognition | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:personalization | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:sentiment-analysis | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:social-web | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:user-generated-content | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| concepts[topic].invenio_subject:berd_platform_de:web-2-0-technologies | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| description | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/description |
| publication_date | source · berd platform de | connector:berd_platform_de@1.0.0 | |
| title | source · berd platform de | connector:berd_platform_de@1.0.0 | /metadata/title |
| updated_date | source · berd platform de | connector:berd_platform_de@1.0.0 |