Influence maximization under imbalanced heterogeneous networks via lightweight reinforcement learning with prior knowledge by Kehong You, Sanyang Liu, Yiguang Bai

“…Abstract Influence Maximization (IM) stands as a central challenge within the domain of complex network analysis, with the primary objective of identifying an optimal seed set of a predetermined size that maximizes the reach of influence propagation. …”
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Identification of key node groups based on motif structure and degree information by Yunyun YANG, Liao ZHANG, Hailong YU, Li WANG

“…In order to explore the impact of higher-order structures with smaller scales on key node group mining problems and with the goal of optimizing network propagation, a key node group recognition algorithm was proposed based on motif structure and degree information.Firstly, the influence of nodes was evaluated based on the motif structure, and the core nodes of the motif structure were excavated.Then, the VIKOR method was used to fuse it with degree information.Finally, the seed exclusion algorithm was used to exclude the neighbors of the seed nodes, effectively reducing the problem of influence overlap.Based on the SIR propagation model, six different undirected networks were selected for comparison with four benchmark algorithms.The experimental results show that the proposed algorithm performs better in terms of accuracy and stability.…”
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Message encryption and authentication mechanism based on wireless physical layer key by Xingzhi,JINLiang LI, Zhou ZHONG, Yangming LOU

“…In order to solve the problem of hidden key leakage in traditional high-level message authentication and passive eavesdropping in physical layer message authentication,a message encryption and authentication mechanism based on the characteristics of wireless physical layer was proposed.By extracting the characteristics of the wireless channel,the physical layer key was generated and the seed key was generated by combining the identity key.The key stream generator then generated the key stream to decrypt the message according to the extracted seed,protects the privacy of the transmitted data,and the final receiver authenticated the authenticity and integrity of the received message through the CRC verification result.Simulation results show that the proposed method has better performance in preventing passive eavesdropping and active attack,and the randomness of key stream is greatly improved and the rate of authentication leak detection is reduced by half.…”
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Weed Management in Rice by Dennis C. Odero, Curtis Rainbolt

“…The most important of these factors include planting date, climatic conditions, seedbed preparation, seed quality, stand establishment, and water management. …”
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Tung Oil Production in Florida by Patrick Joseph Minogue

“… Tung tree seed produce an oil that is valuable in wood finishing and for various other uses. …”
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Weed Management in Rice by Dennis C. Odero, Curtis Rainbolt

“…The most important of these factors include planting date, climatic conditions, seedbed preparation, seed quality, stand establishment, and water management. …”
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INFLUENCE OF ACOUSTIC FREQUENCY ON BEAN GERMINATION AND GROWTH PROCESS by ALISA MOȘNEAGA, VALENTIN NEDEFF, PETRU LOZOVANU

“… In this work, research findings on processing bean seeds with sound waves in the range 0-9 kHz are presented. …”
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Tung Oil Production in Florida by Patrick Joseph Minogue

“… Tung tree seed produce an oil that is valuable in wood finishing and for various other uses. …”
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Antihyperlipidemic Effects of Sesamum indicum L. in Rabbits Fed a High-Fat Diet by Sedigheh Asgary, Mahmoud Rafieian-Kopaei, Somayeh Najafi, Esfandiar Heidarian, Amirhossein Sahebkar

“…Supplementation with sesame oil, but not sesame seed, can ameliorate serum levels of lipids and hepatic enzymes in rabbits under a high-fat diet.…”
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An analysis of the current and potential market opportunities for hempseed and fibre: the case of Scotland? by Wisdom Dogbe, Cesar Revoredo-Giha, Wendy Russell

“…This study makes time-bound recommendations to grow the hemp sector in Scotland, which include regular extension services, easy access to licences for production, the establishment of a hempseed and fibre processing plants, and seed production centre.…”
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Assessment of phenotypic diversity of Ñuña, a local common bean (Phaseolus vulgaris L.) from the northern Andes in Peru by Angel Esteban Santa Cruz Padilla, Jorge Luis Vásquez-Orrillo, Ricardo Manuel Bardales-Lozano, Hipolito Murga-Orrillo

“…In qualitative traits, Multiple Correspondence Analysis found that the dark and light colours of the seed heads contributed most significantly to the variability of the accessions. …”
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Genetic variability and association analyses of morphological and biochemical traits in Tamarindus indica L. clones by A. Mayavel1*, J. Padmanaban2, A. Nicodemus1, B. Nagarajan1, C. Bagathsingh1, M. Akshayasri1, G. Radha Krishnan 1 and M. Amaravel1

“…High phenotypic and genotypic coefficients of variation were observed for the parameters like annual yield per tree, fruit weight, pulp weight, seed weight, shell weight, vein weight, number of seeds per fruit, fruit length, fruit thickness, fruit width and total sugar content. …”
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Protein Quality of African Locust Bean—A High-Value Gathered Tree Food Contributing Protein and Palatability to Plant-Based Diets by Eliot T. Masters, Bokary Allaye Kelly

“…Although the PCA biplot for the amino acid profiles does indicate geographic clustering, the variation in nutritional composition and protein quality is insignificant for the raw seed, but highly significant for the fermented product (soumbala). …”
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Effect of Cultivars and Planting Date on Yield, Oil Content, and Fatty Acid Profile of Flax Varieties (Linum usitatissimum L.) by Maricel Andrea Gallardo, Héctor José Milisich, Silvina Rosa Drago, Rolando José González

“…A delayed planting date had a negative effect on seed yield (1950 kg·ha−1 and 1516 kg·ha−1) and oil content (845 kg·ha−1 and 644 kg·ha−1) but did not affect oil composition.…”
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Can a tiered water price policy improve the technical efficiency of crop irrigation for maize in the Heihe River Basin in Northwest China? by Guifang Li, Dongdong Ma

“…The results reveal that from 2014 to 2019, the average TECI for seed maize and field maize in the Plain Irrigation District (PID) increased by 0.1419 and 0.1242, respectively. …”
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Potential of Cyanobacteria as biological agents to improve sweet corn (Zea mays saccharate) germination and growth by Sulistyowati Dwiwanti, Hartono Rudi, Tasrif Arifin, Purwani Jati, Wati Cheppy, Kasno Antonius

“…Surface-sterilized corn seeds (20 per treatment) were placed in sterile Petri dishes lined with sterile rice paper and cotton fibre. …”
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Genetic Advancement and Variability of Released Common Bean (Phaseolus vulgaris L.) Varieties from 1974–2009 GC in Ethiopia by Nigussie Kefelegn, Frew Mekibib, Yigzaw Dessalegn

“…Hawassa Dume and Nasir have red and small seeded, respectively, and clustered in one group. …”
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Breeding of winter rapeseed inbred lines for the development of parent forms for hybrids by E. B. Bochkaryova, L. A. Gorlova, V. V. Serdyuk, E. A. Strelnikov

“…A series of experimental hybrids were developed, exceeding the reference cultivar ‘Loris’ in seed yield by 23–48%. New hybrid combinations also exceeded the reference in seed yield by 21–54%.…”
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Identifying relevant EEG channels for subject-independent emotion recognition using attention network layers by Camilo E. Valderrama, Camilo E. Valderrama, Anshul Sheoran

“…With the growing use of deep learning in emotion recognition, incorporating attention mechanisms can help uncover these shared predictive patterns.MethodsThis study explores this method by applying attention mechanism layers to identify EEG channels that are relevant for predicting emotions in three independent datasets (SEED, SEED-IV, and SEED-V). ResultsThe model achieved average accuracies of 79.3% (CI: 76.0-82.5%), 69.5% (95% CI: 64.2-74.8%) and 60.7% (95% CI: 52.3-69.2%) on these datasets, revealing that EEG channels located along the head circumference, including Fp1, Fp2, F7, F8, T7, T8, P7, P8, O1, and O2, are the most crucial for emotion prediction. …”
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A Strategy for the Production of Single-Cell Proteins by the Efficient and Continuous Fermentation of Hydroxide Bacteria Under Gas Fermentation by Shuai Fu, Longyu Gou, Ke Long, Lanchai Chen, Dingrong Cai, Yue Lu

“…Without the addition of filler material, the results showed that the maximum cell dry weight (CDW) of 30% secondary seed inoculation was 20.41% higher than that of 10% secondary seed inoculum, and 5.99% higher than that of 20% secondary seed inoculum. …”
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