Anticipating Stock Market of the Renowned Companies: A Knowledge Graph Approach

Table 10

Results for data extracted from CNN.

Algorithm	Company	Stock data (SD)	Bag of words (BOW)	Convolutional neural network	Feature combination model (FC)
		Accuracy/F1- score	Accuracy/F1-score	Accuracy/F1-score	Accuracy/F1- score
DT	Boeing	0.4950/0.3489	0.5413/0.6258	0.5414/0.6347	0.5591/0.5821
	Google	0.4858/0.5600	0.5182/0.3575	0.5692/0.4631	0.5491/0.5471
	Walmart	0.4996/0.4422	0.5300/0.4891	0.5088/0.4815	0.5722/0.5829
LR	Boeing	0.4923/0.2378	0.5113/0.4348	0.6923/0.6923	0.7596/0.5733
	Google	0.5041/0.6105	0.6235/0.6491	0.6250/0.6111	0.6563/0.6516
	Walmart	0.5290/0.5468	0.5412/0.5083	0.7320/0.7347	0.7719/0.7720
NB	Boeing	0.5162/0.6503	0.5489/0.5161	0.5197/0.6738	0.5564/0.7619
	Google	0.5112/0.6527	0.4899/0.5191	0.5587/0.5281	0.5344/0.4843
	Walmart	0.5044/0.3284	0.4794/0.5302	0.5206/0.5674	0.5300/0.6083
SGD	Boeing	0.4897/0.2407	0.5564/0.4870	0.5433/0.4727	0.5714/0.7220
	Google	0.5165/0.6769	0.5425/0.4375	0.5789/0.6364	0.5910/0.6327
	Walmart	0.5004/0.3804	0.5206/0.5280	0.5250/0.5581	0.5670/0.5922
SVM	Boeing	0.4897/0.3068	0.5714/0.6275	0.5385/0.6418	0.5940/0.7033
	Google	0.5077/0.6297	0.6032/0.6230	0.5749/0.5532	0.5789/0.5840
	Walmart	0.5118/0.4333	0.5000/0.5314	0.5200/0.5000	0.5614/0.5455
RF	Boeing	0.4906/0.1345	0.5113/0.3925	0.5096/0.5405	0.5276/0.5714
	Google	0.4923/0.1777	0.6032/0.6260	0.5223/0.5564	0.5951/0.5763
	Walmart	0.5118/0.5373	0.5300/0.3188	0.5300/0.4405	0.5000/0.5446
AB	Boeing	0.4945/0.3404	0.5197/0.5120	0.4961/0.5294	0.5673/0.5872
	Google	0.4876/0.3141	0.5101/0.6667	0.5893/0.5619	0.5951/0.6850
	Walmart	0.5073/0.5029	0.5150/0.5359	0.5497/0.5650	0.5619/0.5503
GB	Boeing	0.4899/0.3169	0.5118/0.4364	0.4409/0.4580	0.5000/0.5094
	Google	0.4912/0.3387	0.5870/0.5854	0.5625/0.5243	0.6032/0.6202
	Walmart	0.5003/0.4955	0.5050/0.5123	0.5361/0.5109	0.5497/0.5650