Search Results

Automatic Anomaly Detection in the Cloud Via Statistical Learning

4 code implementations24 Apr 2017

Although there exists a large body of prior research in anomaly detection, existing techniques are not applicable in the context of social network data, owing to the inherent seasonal and trend components in the time series data.

Anomaly Detection Time Series +1

Shoulder Implant X-Ray Manufacturer Classification: Exploring with Vision Transformer

1 code implementation15 Apr 2021

In this paper, we will demonstrate different methods for classifying the manufacturer of a shoulder implant.

Classification General Classification

GAM(e) changer or not? An evaluation of interpretable machine learning models based on additive model constraints

2 code implementations19 Apr 2022

The number of information systems (IS) studies dealing with explainable artificial intelligence (XAI) is currently exploding as the field demands more transparency about the internal decision logic of machine learning (ML) models.

Additive models Explainable artificial intelligence +2

Face.evoLVe: A High-Performance Face Recognition Library

1 code implementation19 Jul 2021

In this paper, we develop face. evoLVe -- a comprehensive library that collects and implements a wide range of popular deep learning-based methods for face recognition.

Face Alignment Face Recognition +1

Build a Deep Neural Network model using CPUs Builds a feed-forward multilayer artificial neural network on an H2OFrame

1 code implementation H2O.ai, Inc. 2015

With hundreds of meetups over the past three years, H2O has become a word-of-mouth phenomenon, growing amongst the data community by a hundred-fold, and is now used by 30, 000+ users and is deployed using R, Python, Hadoop, and Spark in 2000+ corporations.

Fraud Detection

Deep symbolic regression for physics guided by units constraints: toward the automated discovery of physical laws

1 code implementation6 Mar 2023

Here we present $\Phi$-SO, a Physical Symbolic Optimization framework for recovering analytical symbolic expressions from physics data using deep reinforcement learning techniques by learning units constraints.

regression Symbolic Regression

GraphScope Flex: LEGO-like Graph Computing Stack

1 code implementation19 Dec 2023

Furthermore, GraphScope Flex accomplishes up to a 2, 400X performance gain in real-world applications, demonstrating its proficiency across a wide range of graph computing scenarios with increased effectiveness.

Distributed, Parallel, and Cluster Computing Databases

Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization

1 code implementation NeurIPS 2020

In many real-world scenarios, decision makers seek to efficiently optimize multiple competing objectives in a sample-efficient fashion.

Bayesian Optimization Second-order methods

HiFrames: High Performance Data Frames in a Scripting Language

3 code implementations7 Apr 2017

Data frames in scripting languages are essential abstractions for processing structured data.

Distributed, Parallel, and Cluster Computing

Neural Variational Inference for Text Processing

6 code implementations19 Nov 2015

We validate this framework on two very different text modelling applications, generative document modelling and supervised question answering.

Answer Selection Topic Models +1