Leveraging Log Instructions in Log-based Anomaly Detection

1 code implementation • 7 Jul 2022 • Jasmin Bogatinovski, Gjorgji Madjarov, Sasho Nedelkoski, Jorge Cardoso, Odej Kao

Artificial Intelligence for IT Operations (AIOps) describes the process of maintaining and operating large IT systems using diverse AI-enabled methods and tools for, e. g., anomaly detection and root cause analysis, to support the remediation, optimization, and automatic initiation of self-stabilizing IT activities.

Anomaly Detection

Stories for Images-in-Sequence by using Visual and Narrative Components

1 code implementation • 15 May 2018 • Marko Smilevski, Ilija Lalkovski, Gjorgji Madjarov

As a novelty, our encoder model is composed of two separate encoders, one that models the behaviour of the image sequence and other that models the sentence-story generated for the previous image in the sequence of images.

Sentence

Addressing Item-Cold Start Problem in Recommendation Systems using Model Based Approach and Deep Learning

no code implementations • 18 Jun 2017 • Ivica Obadić, Gjorgji Madjarov, Ivica Dimitrovski, Dejan Gjorgjevikj

To create latent factor representations for the new items, the convolutional neural network uses their textual description.

Recommendation Systems

Finki at SemEval-2016 Task 4: Deep Learning Architecture for Twitter Sentiment Analysis

no code implementations • SEMEVAL 2016 • Dario Stojanovski, Gjorgji Strezoski, Gjorgji Madjarov, Ivica Dimitrovski

Twitter Sentiment Analysis Word Embeddings