Search Results for author: Juha Karhunen

Found 4 papers, 1 papers with code

A Character-Word Compositional Neural Language Model for Finnish

1 code implementation10 Dec 2016 Matti Lankinen, Hannes Heikinheimo, Pyry Takala, Tapani Raiko, Juha Karhunen

Inspired by recent research, we explore ways to model the highly morphological Finnish language at the level of characters while maintaining the performance of word-level models.

Language Modelling

Gaussian Process Kernels for Popular State-Space Time Series Models

no code implementations25 Oct 2016 Alexander Grigorievskiy, Juha Karhunen

In this paper we investigate a link between state- space models and Gaussian Processes (GP) for time series modeling and forecasting.

Gaussian Processes regression +2

Semi-Supervised Domain Adaptation for Weakly Labeled Semantic Video Object Segmentation

no code implementations7 Jun 2016 Huiling Wang, Tapani Raiko, Lasse Lensu, Tinghuai Wang, Juha Karhunen

We propose a semi-supervised approach to adapting CNN image recognition model trained from labeled image data to the target domain exploiting both semantic evidence learned from CNN, and the intrinsic structures of video data.

Domain Adaptation Segmentation +5

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