Single Machine Scheduling with Release Dates by Goemans, Michel X., Queyranne, Maurice, Schulz, Andreas S., Skutella, Martin, Wang, Yaoguang

“…Both algorithms may be derandomized, their deterministic versions running in O(n2 ) time. The randomized algorithms also apply to the on-line setting, in which jobs arrive dynamically over time and one must decide which job to process without knowledge of jobs that will be released afterwards.…”
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Thermal models for avionics pod cabin based on Stochastic Configuration Network (SCN) by Liping Pang, Jie Zhang, Meng Liu, Hongquan Qu, Jun Wang

“…However, the Stochastic Configuration Network (SCN) model based on random algorithm can weaken the heat transfer mechanism and pay attention to the mining of experimental data, so that a more accurate thermal relationship might be obtained. …”
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Global Optimization of UAV Area Coverage Path Planning Based on Good Point Set and Genetic Algorithm by Jinbiao Yuan, Zhenbao Liu, Yeda Lian, Lulu Chen, Qiang An, Lina Wang, Bodi Ma

“…More specifically, the good point set algorithm (GPSA) is first used to generate a primary population that has a more uniform distribution than that of the random algorithm. Then, the heuristic crossover operator and the random interval inverse mutation operator are employed to reduce the risk of local optimization. …”
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De-identifying Spanish medical texts - named entity recognition applied to radiology reports by Irene Pérez-Díez, Raúl Pérez-Moraga, Adolfo López-Cerdán, Jose-Maria Salinas-Serrano, María de la Iglesia-Vayá

“…Alongside, we developed a randomization algorithm to substitute the detected entities with new ones from the same category, making it virtually impossible to differentiate real data from synthetic data. …”
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Urban e-Grocery Distribution Design in Pamplona (Spain) Applying an Agent-Based Simulation Model with Horizontal Cooperation Scenarios by Adrian Serrano-Hernandez, Rocio de la Torre, Luis Cadarso, Javier Faulin

“…At this manner, Vehicle Routing Problems (VRP) and Multi Depot VRPs (MDVRP) are dynamically generated and solved within the simulation framework using a biased-randomization algorithm. Finally, the results show significant reductions in distance driven and lead times when employing horizontal cooperation in e-grocery distribution.…”
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Testing Randomness Using Artificial Neural Network by Yulong Feng, Lingyi Hao

“…Random number sequences generated by four different kinds of sources are tested, which are the natural number λ, the linear congruence generator (LCG) pseudo-random algorithm, the Mersenne Twister (MT) pseudorandom algorithm and the QRNG based on vacuum noise, respectively. …”
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An enhanced multilevel secure data dissemination approximate solution for future networks. by Mohammad Mahmood Otoom, Mahdi Jemmali, Akram Y Sarhan, Imen Achour, Ibrahim Alsaduni, Mohamed Nazih Omri

“…The experimental result shows that the most efficient algorithm is the Best-Random Algorithm ([Formula: see text]), recording 0.028 s with an average gap of less than 0.001 in 95.1% of cases compared to all proposed algorithms. …”
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Spectrum-efficient user grouping and resource allocation based on deep reinforcement learning for mmWave massive MIMO-NOMA systems by Minghao Wang, Xin Liu, Fang Wang, Yang Liu, Tianshuang Qiu, Minglu Jin

“…The simulation results demonstrate that our proposed scheme outperforms other neural network-based algorithms in terms of convergence performance, and can achieve higher system capacity compared with the greedy algorithm, the random algorithm, the RNN algorithm, and the DoubleDQN algorithm.…”
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Blockchain based energy efficient multi-tasking optimistic scenario for mobile edge computing by Jianbin Wu, Sami Ahmed Haider, Mukesh Soni, Ashima Kalra, Nabamita Deb

“…Compared to the total energy demand optimization method and the random algorithm, many simulation studies have been carried out. …”
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Intelligent Recognition of Key Earthquake Emergency Chinese Information Based on the Optimized BERT-BiLSTM-CRF Algorithm by Zhonghao Wang, Meng Huang, Chenxi Li, Jilin Feng, Shuai Liu, Guang Yang

“…The conditional randomization algorithm is applied to extract the dependency relationship between adjacent vectors and improve the accuracy identification to realize the intelligent recognition of earthquake emergency information. …”
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Numerical simulation of mesoscopic cracking of cement-treated base material based on random polygon aggregate model by Qiao Dong, Xiaokang Zhao, Xueqin Chen, Jiawei Yuan, Wei Hu, Ahmad Jahanzaib

“…Based on the proposed random algorithm, finite element method (FEM) was adopted to build the mesoscopic model of CTB including aggregate, mortar, interfacial transition zone (ITZ) and air voids. …”
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Bandwidth-Constrained Multi-Objective Segmented Brute-Force Algorithm for Efficient Mapping of Embedded Applications on NoC Architecture by Sarzamin Khan, Sheraz Anjum, Usman Ali Gulzari, Tariq Umer, Byung-Seo Kim

“…The improvement in energy consumption of the SBMAP algorithm is up to 53% for 2-D mesh and 62% for torus topology as compared with the NMAP, BB, and random algorithms for video object plane decoder, picture in picture, Wi-Fi receiver, and multimedia system real-time application benchmarks.…”
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Gibbs Sampling Detection for Large MIMO and MTC Uplinks with Adaptive Modulation by Francisco Rosário, Francisco A. Monteiro

“…The main challenge is to find low complexity, hardware feasible methods that are able to attain near optimal performance. Randomized algorithms based on Gibbs sampling (GS) were proven to perform very close to the optimal detection, even for moderately large antenna arrays, while yielding an acceptable number of operations. …”
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The effects of music & auditory beat stimulation on anxiety: A randomized clinical trial. by Adiel Mallik, Frank A Russo

“…Participants were randomly assigned using the Qualtrics randomizer algorithm, to a single session of sound-based treatment in one of four parallel arms: combined (music & ABS; n = 39), music-alone (n = 36), ABS-alone (n = 41), or pink noise (control; n = 47). …”
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Urethral stricture after bipolar transurethral resection of prostate – truth vs hype: A randomized controlled trial by Bharath N Kumar, Anand Srivastava, Tapan Sinha

“…Materials and Methods: This is a randomized controlled, single-blinded study; randomization was performed using a stratified permuted randomization algorithm (1:1 ratio) and only the patients were blinded. …”
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Data-driven power system stability assessment by Zhou, Ziyan

“…For hybrid DSA system, decision making still provided significance to mitigate the negative impact of uncertainty lied in the performance of randomized algorithms.…”
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Deep Reinforcement Learning-Based Power Allocation for Minimizing Age of Information and Energy Consumption in Multi-Input Multi-Output and Non-Orthogonal Multiple Access Internet... by Qiong Wu, Zheng Zhang, Hongbiao Zhu, Pingyi Fan, Qiang Fan, Huiling Zhu, Jiangzhou Wang

“…Overall, the reward is reduced by 6.44% and 11.78% compared the to GA algorithm and random algorithm, respectively.…”
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Recommendations and illustrations for the evaluation of photonic random number generators by Joseph D. Hart, Yuta Terashima, Atsushi Uchida, Gerald B. Baumgartner, Thomas E. Murphy, Rajarshi Roy

“…The never-ending quest to improve the security of digital information combined with recent improvements in hardware technology has caused the field of random number generation to undergo a fundamental shift from relying solely on pseudo-random algorithms to employing optical entropy sources. …”
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A Capacitated House Allocation Game for the Energy Efficient Relays Selection in 5G Multicast Context by Francesco Chiti, Romano Fantacci, Benedetta Picano, Laura Pierucci

“…As confirmed by results, the proposed approach improves network performance compared to the greedy approach, the random algorithm, a scheme previously proposed in literature, and with two game theory-based strategies.…”
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Dinucleotide controlled null models for comparative RNA gene prediction by Gesell Tanja, Washietl Stefan

“…While there have been randomization algorithms for single sequences for many years, the problem has remained challenging for multiple alignments and there is currently no algorithm available.…”
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