Homomorphic learning: A privacy-focused approach to deep learning

Aadesh Neupane

CS601R Final Project

Homomorphic Learning

Basic Encryption Scheme

Encryption

Decryption

Sentiment Analysis

International Survey on Emotion Antecedents and Reactions (ISEAR)  dataset

http://www.affective-sciences.org/researchmaterial

joy -> "When I feel at peace with myself and also experience a close contact with people whom I regard greatly."

fear -> "Every time I imagine that someone I love or I could contact a serious illness, even death."

anger -> "When I had been obviously unjustly treated and had no possibility of elucidating this."

sadness -> "When I think about the short time that we live and relate it to the periods of my life when I think that I did not use this short time.",

disgust -> "At a gathering I found myself involuntarily sitting next to two people who expressed opinions that I considered very low and discriminating."

shame -> "When I realized that I was directing the feelings of discontent with myself at my partner and this way was trying to put the blame on him instead of sorting out my own feelings.",

guilt -> "I feel guilty when when I realize that I consider material things more important than caring for my relatives.  I feel very self-centered."

Sentiment Analysis

Simple RNN

Glove Embeddings

Simple CNN

BERT

Conclusion

• Homomorphic Learning easy on image datasets

• Hard to work with language data

Thank You!