Index Catalog // ScholarsArchive@OSU

Start Over

Filtering by: Creator Neiland, Arthur E. Contributor sim Fu, Xiao

Toward Disentangling the Activations of the Deep Networks via Low-dimensional Embedding and Non-negative Factorization

Creator:

Khorram, Saeed

Abstract:

In this thesis, we introduce a novel Explanation Neural Network (XNN) to explain the predictions made by a deep network. The XNN works by embedding a high-dimensional activation vector of a deep network layer non-linearly into a low-dimensional explanation space while retaining faithfulness i.e., the original deep learning predictions can...

Resource Type:

Masters Thesis

Full Text:

(xTW + b); σ(x) = 1 1 + e−x (2.1) loss(ŷ, y) = −y log(ŷ)− (1− y) log(1− ŷ) In the above
Machine Learning Techniques to Model Species Interactions and Distributions Under Imperfect Detection

Creator:

Seo, Eugene

Abstract:

Ecological domains seeking to understand the environment and the behavior of species have received little attention in machine learning (ML), despite the fact that environmental changes have a significant impact on humans as well as ecosystems. Some ecological problems can be formulated similarly to other common ML applications, but there...

Resource Type:

Dissertation

Full Text:

. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 140 D Proof of Proposition 1 . . . . . . . . . . . . . . . . . . . . . . . . . . 141 E Parameter