TY - COMP AU - Cannoodt, R.* AU - Deconinck, L.* AU - Couckuyt, A.* AU - Markov, N.S.* AU - Zappia, L. AU - Luecken, M. AU - Interlandi, M.* AU - Saeys, Y.* AU - Saelens, W.* C1 - 74722 C2 - 57571 SP - 7698 - 7698 TI - funkyheatmap: Visualising data frames with mixed data types. JO - JOSS VL - 10 IS - 108 PY - 2025 SN - 2475-9066 ER - TY - COMP AU - Graeve, M.D.* AU - Bittremieux, W.* AU - Naake, T.* AU - Huber, C.* AU - Mattanovich, M.* AU - Hoffmann, N.* AU - Marchal, P.* AU - Chrone, V.G.* AU - Louail, P.* AU - Hecht, H.* AU - Witting, M. AU - Rainer, J.* C1 - 74679 C2 - 57555 SP - 8070 - 8070 TI - SpectriPy: Enhancing cross-language mass spectrometry data analysis with R and python. JO - JOSS VL - 10 IS - 109 PY - 2025 SN - 2475-9066 ER - TY - JOUR AB - maging is the process of transforming noisy, incomplete data into a space that humans can interpret. NIFTy is a Bayesian framework for imaging and has already successfully been applied to many fields in astrophysics. Previous design decisions held the performance and the development of methods in NIFTy back. We present a rewrite of NIFTy, coined NIFTy.re, which reworks the modeling principle, extends the inference strategies, and outsources much of the heavy lifting to JAX. The rewrite dramatically accelerates models written in NIFTy, lays the foundation for new types of inference machineries, improves maintainability, and enables interoperability between NIFTy and the JAX machine learning ecosystem. AU - Edenhofer, G.* AU - Frank, P.* AU - Roth, J.* AU - Leike, R.H.* AU - Guerdi, M.* AU - Platz, L.I. AU - Guardiani, M.* AU - Eberle, V.* AU - Westerkamp, M.* AU - Enßlin, T.A.* C1 - 72035 C2 - 56350 TI - Re-envisioning numerical information field theory (NIFTy.re): A library for gaussian processes and variational inference. JO - JOSS PY - 2024 SN - 2475-9066 ER - TY - JOUR AU - Virshup, I. AU - Rybakov, S. AU - Theis, F.J. AU - Angerer, P. AU - Wolf, A. C1 - 73654 C2 - 56843 TI - anndata: Access and store annotated data matrices. JO - JOSS VL - 9 IS - 101 PY - 2024 SN - 2475-9066 ER -