Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: FashionNet: Personalized Outfit Recommendation with Deep Neural Network   With the rapid growth of fashion-focused social networks and online shopping,
intelligent fashion recommendation is now in great need. We design algorithms
which automatically suggest users outfits (e.g. a shirt, together with a skirt
and a pair of high-heel shoes), that fit their personal fashion preferences.
Recommending sets, each of which is composed of multiple interacted items, is
relatively new to recommender systems, which usually recommend individual items
to users. We explore the use of deep networks for this challenging task. Our
system, dubbed FashionNet, consists of two components, a feature network for
feature extraction and a matching network for compatibility computation. The
former is achieved through a deep convolutional network. And for the latter, we
adopt a multi-layer fully-connected network structure. We design and compare
three alternative architectures for FashionNet. To achieve personalized
recommendation, we develop a two-stage training strategy, which uses the
fine-tuning technique to transfer a general compatibility model to a model that
embeds personal preference. Experiments on a large scale data set collected
from a popular fashion-focused social network validate the effectiveness of the
proposed networks.

18
The categories of this paper are: econ
13
The categories of this paper are: quant-ph
20
The categories of this paper are: acc-phys
7
The categories of this paper are: hep-th
28
The categories of this paper are: alg-geom
0
The categories of this paper are: hep-ph
11
The categories of this paper are: hep-lat
33
The categories of this paper are: plasm-ph
10
The categories of this paper are: q-bio
34
The categories of this paper are: chem-ph
5
The categories of this paper are: gr-qc
36
The categories of this paper are: cmp-lg
21
The categories of this paper are: adap-org
17
The categories of this paper are: q-fin
15
The categories of this paper are: nucl-ex
8
The categories of this paper are: hep-ex