另外網站Johnson & Johnson - JNJ - Stock Price Today - Zacks也說明:View Johnson & Johnson JNJ investment & stock information. Get the latest Johnson & Johnson JNJ detailed stock quotes, stock data, Real-Time ECN, charts, ...
國立臺北科技大學 人工智慧與大數據高階管理雙聯碩士學位學程 尤信程所指導 高博華的 強化學習與總體經濟指標於股票市場交易之應用 (2021),提出JNJ stock關鍵因素是什麼,來自於深度學習、神經網路、強化學習、政策導向演算法、總體經濟指標。
而第二篇論文東吳大學 資訊管理學系 連志誠所指導 林奇亨的 結合資料探勘技術與基因演算法預測股票市場買賣信號以提升投資效益-以道瓊指數成分股為例 (2019),提出因為有 基因演算法、支援向量機、隨機森林、技術指標的重點而找出了 JNJ stock的解答。
最後網站Johnson & Johnson (NYSE:JNJ) - Stock Price, News & Analysis則補充:Johnson & Johnson NYSE:JNJ Stock Report ; Last Price. US$151.61 ; Market Cap. US$394.8b ; 7D. -1.6% ; 1Y. -10.5% ; Updated. 12 Mar, 2023.
強化學習與總體經濟指標於股票市場交易之應用
為了解決JNJ stock 的問題,作者高博華 這樣論述:
人工智慧試圖讓電腦像人類一樣的思考,使得機器可以根據所收集的資訊,模擬人類的決策,不斷自我調整與進化。近年來由於DeepMind AlphaGo 和OpenAI Five 等成功案例的出現,使得深度強化學習受到大家的重視,相關的技術發展也廣泛應用於金融詐騙偵測、零售採購預測、醫療、軍事、能源…等領域。強化學習技術可應用在電腦遊戲上:首先,透過對遊戲環境的觀察取得資訊;其次,決定採取的步驟並執行;再來則是針對採取步驟後獲得此遊戲的回饋報酬是正向或負向,以及報酬程度的大小,調整決策後採取下一個步驟,並再次考量此步驟獲得的回饋報酬的方向與程度,再次調整決策後採取下一個步驟,如此不斷調整以追求在電腦
遊戲中獲得最多的獎勵回饋。強化學習亦可應用於金融市場股票交易:就像遊戲玩家在股市這個遊戲環境裡,透過對某些特定的股票執行[買、賣、不買不賣]三個動作,盡量獲得最多的報酬。本研究使用Open AI的開源框架當作開發平台,使用PPO2演算法訓練交易代理人Agents進行股票交易操作。在股票市場環境的取樣上,採用了自2006年至2022年2月,美國股票市場的各產業類型代表性股票,每個交易日開盤、收盤、日中最高、最低價格、成交量資料,加上技術指標,作為取樣1。另加上美國主要市場指數、貨幣供給總額M1&M2、波動率指數(VIX)、10年期公債殖利率、美元指數等各市場指數與總體經濟指標資料,作為取樣2。並
以最後兩年的資料作為測試驗證,其餘作為訓練使用。我們讓Agent在「無總經指標」與「有總經指標」的資料集分別訓練後,分別進行三次的測試,再將三次的測試績效報酬率的算術平均數拿來比較,採用平均年化報酬率(即期末增加或減少的資產除以期初資產)的差異,探討增加的各市場指數與總體經濟指標,對交易代理人Agents交易股票之報酬率差異進行分析評估。股票標的選擇了在美國股票市場掛牌,交易量較大或較具代表性的10家企業,包括資訊科技、金融服務、健康照護、週期性消費(零售商、汽車與零組件製造、餐廳、旅遊服務業者等)、防禦型消費(家居、飲食、包裝、煙草、個人產品等製造商、教育訓練服務業者等)、能源、工業、基礎材
料(包括原物料探勘、開發、加工、精煉成為製成品)等八個產業:Apple Inc. (AAPL)、Micro Soft Corp. (MSFT)、J.P. Morgan (JPM)、Johnson & Johnson (JNJ)、United Health Group Inc. (UNH)、Home Depot Inc. (HD)、Walmart Inc. (WMT)、Exxon Mobil Corp. (XOM)、Union Pacific Corp. (UNP)、BHP Group Ltd. (BHP)。實驗結果如下:在D1的部分,加入各市場指數與總體經濟指標後,Agent對實驗所選的10檔
股票操作績效年報酬率合計約為408.22%,相較於無加入各市場指數與總體經濟指標的情況下,Agent對實驗所選的十檔股票的操作績效合計約為434.57%,總報酬率約減少了26.35%,亦即減少了6.06%的原始報酬。在D2的部分,加入各市場指數與總體經濟指標後,Agent對實驗所選的10檔股票操作績效年報酬率合計約為124.76%,相較於無加入各市場指數與總體經濟指標的情況下,Agent對實驗所選的10檔股票的操作績效合計約為124.15%,總報酬率約增加了0.61%,亦即增加了0.49%的原始報酬。整體而言,依據實驗設計的環境、演算法與兩類資料集進行實驗的結果,我們觀察到實驗所增加的各市場指
數與總體經濟指標等環境參數項目,對Agent加以訓練後沒有讓Agent的股票投資操作績效更好。可能的原因有:股價與各項指標在變化的方向、持續性、幅度上的相關性不高。或是單一股票價格與成交量的變化,在各個時間區段對各市場指數與總體經濟指標的敏感度差異有可能並不十分一致。另外也可採用例如MlpLstmPolicy、CnnPolicy…等不同的Policy進行交易、或是交易過程中對於投資部位大小的控制、標的風險值與波動率的影響、交易策略的選擇與適用、投資過程中累積損益的變化與穩定性…等,未來都值得我們進一步研究探討其帶來的效益。
結合資料探勘技術與基因演算法預測股票市場買賣信號以提升投資效益-以道瓊指數成分股為例
為了解決JNJ stock 的問題,作者林奇亨 這樣論述:
摘要 IIIABSTRACT V目錄 VI圖目錄 VIII表目錄 IX1. 緒論 11.1 研究動機與目的 11.2 研究架構與流程 22. 文獻探討 32.1 技術指標 32.1.1 技術指標相關文獻 42.2 資料探勘 42.3 決策樹 52.4 隨機森林 52.4.1 隨機森林相關文獻 52.5 支援向量機 82.5.1 支援向量機相關文獻 82.6 基因演算法(GA) 92.6.1 基因演算法相關文獻 103. 研究方法 123.1 研究設計 123.1.1 個股數據蒐集 123.1.2 統計數據分析 133.1.3 技術指標 133.
1.4 隨機森林 143.1.5 支援向量機(SVM)與建構模型 143.1.6 利用基因演算法(GA)進行參數最佳化 143.2 個股操作策略-KD 超買超賣操作策略 153.2.1 KD指標公式 153.2.2 KD指標運用方式 163.3 績效比較 163.3.1 績效比較基準 164. 研究結果分析 184.1 道瓊成分股實驗分析 184.2 道瓊成分股實驗結果彙總 215. 結論 25參考文獻 27附錄-道瓊成分股詳細實驗結果 3001. 微軟MSFT 3002. 蘋果AAPL 3003. 摩根大通JPM 3104. 嬌生JNJ 3205. 沃爾瑪
WMT 3306. VISA V 3407. 寳鹼PG 3408. 埃克森美孚XOM 3509. 迪士尼DIS 3610. 家得寶HD 3711. 威訊VZ 3712. 可口可樂KO 3813. 雪佛龍CVX 3914. 聯合健康保險UNH 4015. 默克藥廠MRK 4016. 波音BA 4117. 思科CSCO 4218. 英代爾INTC 4319. 輝瑞製藥PFE 4320. 麥當勞MCD 4421. 國際商用機器IBM 4522. 聯合技術UTX 4623. 耐吉NKE 4624. 美國運通AXP 4725. 3M MMM 4826. 高盛GS
4927. 開拓重工CAT 4928. 沃爾格林WBA 5029. 旅行家集團TRV 51
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#4.Johnson & Johnson (NYSE:JNJ) - Stock Price, News & Analysis
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#28.341 ETFs with Johnson & Johnson (JNJ) exposure | ETF.com
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#29.Corporate Finance: A Practical Approach - Google 圖書結果
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#40.Protagonist Therapeutics Announces Positive Topline Results ...
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#44.Stock Information | Johnson & Johnson - Quarterly Results
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#62.Johnson & Johnson (JNJ) Stock Price, News & Info
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#63.JNJ - 嬌生公司- 市場| 美股| Anue鉅亨 - 基金
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#64.Alpesh B. Patel on Stock Futures: Strategies for Profiting ...
Strategies for Profiting from Stock Futures Alpesh B. Patel ... Machines NYSE IBM IBM Computers Johnson & Johnson NYSE JNJ JNJ Healthcare JP Morgan Chase ... 於 books.google.com.tw -
#65.CFA Program Curriculum 2018 Level II - Google 圖書結果
On 11 January 2006,JNJ's offer was for $37.25 in cash and 0.493 shares of JNJ stock—an increase of $4 in cash. The following day, BSX responded by ... 於 books.google.com.tw -
#66.JNJ Stock Price | Johnson & Johnson Stock - Investing.com
Johnson & Johnson (JNJ) · Volume: 8,496,206 · Day's Range: 151.10 - 153.49 · 52 wk Range: 150.71 - 186.69 ... 於 www.investing.com -
#67.Remember Me - Fidelity NetBenefits
Conveniently access your workplace benefit plans such as 401k(s) and other savings plans, stock options, health savings accounts, and health insurance. 於 nb.fidelity.com -
#68.Johnson & Johnson (JNJ) Stock Price, News, Quote & History
Find the latest Johnson & Johnson (JNJ) stock quote, history, news and other vital information to help you with your stock trading and investing. 於 finance.yahoo.com -
#69.JNJ - Johnson & Johnson - CNNMoney.com - CNN Business
JNJ. Johnson & Johnson. 154.01. 1.56. 1.02%. Day; Week; Month; Year. Details. Year-to-Date Change12.82. One-Day Price Change1.56. 1-Year High Price186.69. 於 money.cnn.com -
#70.JNJ Stock | News | JOHNSON & JOHNSON Stock Price Today
Johnson & Johnson is a holding company, which engages in the research and development, manufacture and sale of products in the health care field. It operates ... 於 markets.businessinsider.com -
#71.johnson and johnson news today. In the 0:05. Now that former
4 billion to acquire Auris Health at Many Johnson & Johnson Covid vaccine doses ... How Johnson & Johnson (JNJ) Stock Price & News - Google Finance Home JNJ ... 於 xn----htbkaagebgrfr7a0g.xn--p1ai -
#72.Johnson & Johnson (JNJ) Latest News & Price | InvestorPlace
Check out our JNJ stock analysis, current JNJ quote, charts, and historical prices for Johnson & Johnson stock. 於 investorplace.com -
#73.JNJ - Stock Summary
Johnson & Johnson Stock Underperforms Friday When Compared To Competitors Despite Daily Gains. MarketWatch. March 09, 2023. 4:33 pm ET. 於 research.tdameritrade.com -
#74.Johnson & Johnson Shares Outstanding 2010-2022 | JNJ
Johnson & Johnson shares outstanding history from 2010 to 2022. Shares outstanding can be defined as the number of shares held by shareholders (including ... 於 www.macrotrends.net -
#75.Johnson & Johnson Common Stock (JNJ) - Nasdaq
Johnson & Johnson Common Stock (JNJ) Stock Quotes - Nasdaq offers stock quotes & market activity data for US and global markets. 於 www.nasdaq.com -
#76.Johnson & Johnson Vision |
Explore the Johnson & Johnson Vision Portfolio ... Do Not Sell or Share My Personal Information – Surgical Vision Users · California Compliance ... 於 www.jnjvisionpro.com -
#77.Johnson & Johnson | JNJ Stock Price, Company Overview ...
Share Price. as of March 10 4:00:00 PM EST. About Johnson & Johnson. Johnson & Johnson is a holding company, which engages in the research and development, ... 於 www.forbes.com -
#78.Johnson & Johnson, JNJ:FRA summary - FT.com - Markets data
Latest Johnson & Johnson (JNJ:FRA) share price with interactive charts, historical prices, comparative analysis, forecasts, business profile and more. 於 markets.ft.com -
#79.Johnson & Johnson (JNJ) Stock Price, News & Historical Data
Get the latest Johnson & Johnson (JNJ) stock price, news, buy or sell recommendation, and investing advice from Wall Street professionals. 於 www.thestreet.com -
#80.up to 165.054 USD! - JNJ Stock Price Prediction, Long-Term ...
The Johnson & Johnson stock price is 151.610 USD today. Will Johnson & Johnson stock price grow / rise / go up? Yes. The JNJ stock price can go up from ... 於 walletinvestor.com -
#81.$INDU | SharpCharts - StockCharts.com
Annotate, Print, Share, Permalink, Instructions, Report Problems. Chart Attributes. Period. Daily, Weekly. Range. Fill the Chart, Predefined Range, 1 Month ... 於 stockcharts.com -
#82.Johnson & Johnson JNJ Stock Quote - Morningstar
J&J stock price quote (NYSE: JNJ), historical charts, related news, stock analyst insights and more to help you make the right investing decisions. 於 www.morningstar.com -
#83.Johnson & Johnson Share Price, JNJ Stock Price Quote Today
Get the LIVE share price of Johnson & Johnson(JNJ) and stock performance in one place to strengthen your trading strategy in US stocks. 於 groww.in -
#84.Johnson & Johnson AAA Rated 3% Dividend Yield: Buy, Sell ...
Johnson & Johnson's (JNJ) stock price has fallen approximately 13% since the beginning of the year. However, operating earnings are expected ... 於 www.advisorperspectives.com -
#85.J&J | JNJ - Stock Price | Live Quote | Historical Chart
Peers Price Day Year Date ABBV AbbVie 149.71 2.36 1.60% 0.44% Mar/10 ABT Abbott 96.96 ‑0.89 ‑0.91% ‑14.96% Mar/10 AMGN Amgen 227.87 2.08 0.92% ‑0.43% Mar/10 於 tradingeconomics.com -
#86.Is Johnson & Johnson (JNJ) Stock About to Get Hot Tuesday?
Johnson & Johnson (JNJ) stock has fallen 2.38% over the past week and gets a Bullish rating from InvestorsObserver Sentiment Indicator. 於 www.investorsobserver.com -
#87.johnson & johnson (jnj:un) - BNN Bloomberg
Stock Quote for % ... Earnings Per Share ... of Caldwell Investment Management, discusses his top picks: Johnson & Johnson, ANSYS, and Boston Scientific. 於 www.bnnbloomberg.ca -
#88.Johnson & Johnson Share Price | NYSE:JNJ Stock News
Real-time share price updates and latest news for Johnson & Johnson (NYSE:JNJ). Compare across sectors, industries & regions. 於 www.ii.co.uk -
#89.Bay Area sites caught in wave of Johnson & Johnson job cuts
Bay Area sites caught in wave of Johnson & Johnson job cuts ... company that J&J took over through a $10.5 billion stock merger in 2001. 於 www.bizjournals.com