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Add Dynamic Recurrent Basket Model (DREAM) #590

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1 change: 1 addition & 0 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -177,6 +177,7 @@ The recommender models supported by Cornac are listed below. Why don't you join
| 2016 | [Collaborative Deep Ranking (CDR)](cornac/models/cdr), [paper](http://inpluslab.com/chenliang/homepagefiles/paper/hao-pakdd2016.pdf) | [requirements.txt](cornac/models/cdr/requirements.txt) | [cdr_exp.py](examples/cdr_example.py)
| | [Collaborative Ordinal Embedding (COE)](cornac/models/coe), [paper](http://www.hadylauw.com/publications/sdm16.pdf) | [requirements.txt](cornac/models/coe/requirements.txt) |
| | [Convolutional Matrix Factorization (ConvMF)](cornac/models/conv_mf), [paper](http://uclab.khu.ac.kr/resources/publication/C_351.pdf) | [requirements.txt](cornac/models/conv_mf/requirements.txt) | [convmf_exp.py](examples/conv_mf_example.py)
| | [Dynamic REcurrent bAsket Model (DREAM)](cornac/models/dream), [paper](https://cseweb.ucsd.edu/classes/fa17/cse291-b/reading/A%20Dynamic%20Recurrent%20Model%20for%20Next%20Basket%20Recommendation.pdf) | [requirements.txt](cornac/models/dream/requirements.txt) | [dream_tafeng.py](examples/dream_tafeng.py)
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| | [Learn to Rank user Preferences based on Phrase-level sentiment analysis across Multiple categories (LRPPM)](cornac/models/lrppm), [paper](https://www.yongfeng.me/attach/sigir16-chen.pdf) | N/A | [lrppm_example.py](examples/lrppm_example.py)
| | [Session-based Recommendations With Recurrent Neural Networks (GRU4Rec)](cornac/models/gru4rec), [paper](https://arxiv.org/pdf/1511.06939.pdf) | [requirements.txt](cornac/models/gru4rec/requirements.txt) | [gru4rec_yoochoose.py](examples/gru4rec_yoochoose.py)
| | [Spherical K-means (SKM)](cornac/models/skm), [paper](https://www.sciencedirect.com/science/article/pii/S092523121501509X) | N/A | [skm_movielens.py](examples/skm_movielens.py)
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1 change: 1 addition & 0 deletions cornac/models/__init__.py
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Expand Up @@ -39,6 +39,7 @@
from .cvae import CVAE
from .cvaecf import CVAECF
from .dnntsp import DNNTSP
from .dream import DREAM
from .ease import EASE
from .efm import EFM
from .fm import FM
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16 changes: 16 additions & 0 deletions cornac/models/dream/__init__.py
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@@ -0,0 +1,16 @@
# Copyright 2023 The Cornac Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ============================================================================

from .recom_dream import DREAM
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