Comparison of results of different algorithms. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Algorithm flow of the CNN + LSTM model. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

ROC curves of CNN + LSTM model and traditional algorithms. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Changes of lignin deposition in the thin-shell walnut during endocarp hardening. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Curves of three activation functions. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Structure of CNN. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Fig 9 - حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

S1 Data - حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

ROC curve of the model. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Confusion matrix of the model. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Composition of CNN. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Schematic diagram of LSTM network structure. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Comparison between deep learning and shallow learning. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Definition to deep learning. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Fig 13 - حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Four-bit one-hot encoding of the RNA sequence. حسب Zhongzhong Guo (12133402)

الموضوعات: "…differentially expressed genes…"

Listed python codes of our algorithm with explanations (Python 3.9 recommended). حسب Takayuki Niizato (162226)

Python-based Monte Carlo Simulation Tool حسب Yangfan Jiang (9372782)

Python-Based Algorithm for Estimating NRTL Model Parameters with UNIFAC Model Simulation Results حسب Se-Hee Jo (20554623)

"…This algorithm conducts a series of procedures: (1) fragmentation of the molecules into functional groups from SMILES, (2) calculation of activity coefficients under predetermined temperature and mole fraction conditions by employing universal quasi-chemical functional group activity coefficient (UNIFAC) model, and (3) regression of NRTL model parameters by employing UNIFAC model simulation results in the differential evolution algorithm (DEA) and Nelder–Mead method (NMM). …"

<b>Opti2Phase</b>: Python scripts for two-stage focal reducer حسب Morgan Najera (21540776)

"…</li></ul><p dir="ltr">The scripts rely on the following Python packages. Where available, repository links are provided:</p><ol><li><b>NumPy</b>, version 1.22.1</li><li><b>SciPy</b>, version 1.7.3</li><li><b>PyGAD</b>, version 3.0.1 — https://pygad.readthedocs.io/en/latest/#</li><li><b>bees-algorithm</b>, version 1.0.2 — https://pypi.org/project/bees-algorithm</li><li><b>KrakenOS</b>, version 1.0.0.19 — https://github.com/Garchupiter/Kraken-Optical-Simulator</li><li><b>matplotlib</b>, version 3.5.2</li></ol><p dir="ltr">All scripts are modular and organized to reflect the design stages described in the manuscript.…"