Finding an accurate, stable and effective model to predict the rise and fall of stocks has become a task increasingly favored by scholars. This paper proposes a long short-term memory (LSTM) network based on Pearson's correlation coefficient and a Bayesian-optimized LightGBM hybrid model, named as LSTM-BO-LightGBM, to solve the problem of stock price fluctuation prediction. The multilayer bidirectional LSTM-BO-LightGBM prediction model is compared with the LSTM-BO-XGBoost hybrid model, the LSTM-LightGBM hybrid model, the LSTM-XGBoost hybrid model, the single LSTM network model and the RNN network model. The prediction result of the LSTM-BO-LightGBM model for the "ES?=?F" stock is an RMSE value of 596.04, MAE value of 15.24, accuracy value of 0.639 and f1_score value of 0.799, which are improved compared with the prediction results of the other five models. At the same time, when applying the model to "YM?=?F", "CL?=?F", "^TNX", "^N225", "NQ?=?F", "AAPL", "GC?=?F", "JPY?=?X" and "SI?=?F", all of the nine stocks showed good forecasting performance. The results demonstrate that the multilayer bidirectional LSTM-BO-LightGBM model proposed in this paper has better approximation ability and generalization ability in the stock fluctuation forecast than previous models and can well fit the stock fluctuation.
Ochratoxin A is one of the most important mycotoxins due to its global incidence and toxicity. Therefore, many countries have adopted regulations or guidelines to limit exposure and protect human and animal health. In this paper, we have developed two different flow-through optosensors using sequential injection analysis, and compared them in terms of analytical parameters. One of them used fluorescence detection, whereas the other one used terbium-sensitized luminescence detection. In both cases, an appropriate solid support was placed inside the flow-cell to retain the analyte and increase the selectivity and sensitivity of the system.The extraction of ochratoxin A from cereals and animal feedstuff was performed with a modified QuEChERS method. The obtained detection limit made it possible to fulfill the Commission of the European Communities Recommendation guidance values for this contaminant in feed. Recovery experiments were carried out in cereals and several feed samples at different fortification levels. Recoveries in the 86–112% range were obtained, therefore demonstrating the applicability of the proposed analytical method for quality control analyses. 相似文献
A new tungstoselenite, [H2SeW18O60]6 −, was isolated under acidic medium conditions (pH = 1.7)with the monoprotonated ethylamine as cation. It represents the first example of Se-containing polyoxometalate with unusual Dawson-like construction and has fully been characterized both in solid state and in solution. The high-resolution ESI-MS confirmed that the polyanion at least contains two protons and its proton number can be up to six in solution. 相似文献