Non-Linear Predictive Models for Intra-Day Foreign Exchange Trading

Artificial neural networks were used to search for non-linear relations in high- frequency foreign exchange time series. Three years (1985-7) tick-by-tick bid prices for the Swiss franc to the US dollar exchange rate were used in this study as training data to specify predictive models for intra-day trading, which was then tested on the same exchange rate time series in the following year (1988). A simple trading rule was adopted to evaluate the models, which showed statistically significant trading profit under moderate transaction costs. In contrast, a standard linear model did not produce profit with the same training and test data and under the same trading rule and transaction cost assumption. This provides evidence for the non-linear nature of the foreign exchange time series under study.     

FX Trading and Exchange Rate Dynamics

I examine the sources of exchange rate dynamics by focusing on the information structure of FX trading. This structure permits the existence of an equilibrium distribution of transaction prices at a point in time. I develop and estimate a model of the price distribution using data from the Deutsche mark/dollar market that prroduces two striking results:(1) Much of the short-term volatility in exchange rates comes from sampling the heterogeneous trading decisions of dealers in a distribution that, under normal market conditions, changes comparatively slowly; (2) public news is rarely the predominant source of exchange rate movements over any horizon.     

An analysis of intraday patterns in price clustering on the Tokyo Stock Exchange

Stock prices tend to cluster at round numbers, a phenomenon observed in many markets. Using tick-by-tick transaction data, this article studies price clustering on the Tokyo Stock Exchange, which is a computerized limit order market. As for the intraday pattern, the degree of price clustering is greatest at the market opening. Then, it decreases during the first half hour and reaches a stable level. It does not increase again near the market closing. There is no clear difference in clustering between call auctions and continuous auctions.     

Is there price discovery in equity options?

We use tick-by-tick quote data for 39 liquid US stocks and options on them, and we focus on events when the two markets disagree about the stock price in the sense that the option-implied stock price obtained from the put-call parity relation is inconsistent with the actual stock price. Option market quotes adjust to eliminate the disagreement, while the stock market quotes behave normally, as if there were no disagreement. The disagreement events are typically precipitated by stock price movements and display signed option volume in the direction that tends to eliminate the disagreements. These results show that option price quotes do not contain economically significant information about future stock prices beyond what is already reflected in current stock prices, i.e., no economically significant price discovery occurs in the option market. We also find no option market price discovery using a much larger sample of disagreement events based on a weaker definition of a disagreement, which verifies that the findings for the primary sample are not due to unusual or unrepresentative market behavior during the put-call parity violations.     

Price discovery in foreign exchange markets: A comparison of indicative and actual transaction prices

In this paper, we compare four months of Reuters EFX high frequency indicative data with D2000-1 inter-dealer transaction data for DEM/USD and GBP/USD. Contrary to previous studies, we find, using various information measures, that the matched tick-by-tick indicative data bear no qualitative difference from the transaction data, and have higher information content. Expanding the system to include order flow, due to its growing importance in exchange rate theory, we find that indicative data has a similar impact on order flow as transaction data. However, order flow has no impact on either price.     

国际黄金价格和美元汇率走势研究

近年来,伴随美元汇率的持续走低,使得我国外汇储备面临持续缩水的风险,与之相伴的是国际黄金价格不断突破历史新高,国内外对增加黄金储备的呼声日渐高涨。因此,有必要认真审视国际黄金价格和美元汇率走势之间的关系。从理论分析来看,当前美元主导的国际货币制度下,美元面临着保证国际流动性需要和信用货币内在价值稳定的双重难题,研究表明,美元汇率和国际金价之间存在长期反向关系,投资黄金是对抗美元贬值的有效手段。因此,黄金仍是各国央行、IMF重要的储备资产,其在国际货币体系中依然占据重要地位。     

美元贬值和石油价格变动相关性的实证分析

进入新世纪以来,由于各种因素导致美元不断贬值,与此形成鲜明对比的是,石油价格一路飙升。那么,美元汇率和石油价格之间是否存在着某种因果关系呢?由于期货市场具有价格发现功能。本文以最具代表性的美国纽约商品交易所的原油期货价格为研究对象,分析美元贬值和石油价格之间的关系。本文首先定性分析美元贬值导致石油价格上涨的传导机制,然后利用模型对相关数据进行实证分析。研究结果表明,石油期货价格的上涨,除了有美元指数的影响之外,更重要的原因是前期石油期货价格上涨对本期石油期货价格上涨有正向的推动作用。     

Multimarket trading and liquidity: a transaction data analysis of Canada–US interlistings

We use transaction data for Toronto Stock Exchange (TSE) listed stocks to examine the impact on trading costs of the decision to interlist on a US exchange. We measure trading costs using both ‘posted’ bid-ask spreads and ‘effective’ bid-ask spreads that measure actual transaction prices relative to standing bid-ask quotes. After controlling for price level, trade size and trading volume effects, we find that overall posted and effective spreads in the domestic (TSE) market decrease subsequent to the interlisting. However, the decrease in trading costs is concentrated in those TSE stocks that experience a significant shift of total trading volume (TSE and US) to the US exchange after listing. We interpret this result in the context of theories of multimarket trading as a competitive response by TSE market makers to the additional presence of US market makers.     

Real exchange rates and nontradables: A relative price approach

In this paper, we study long-run comovements of real exchange rates and relative prices of nontradables and tradables. This approach is complementary to many existing approaches to investigating real exchange rate movements. In many theoretical models of exchange rate determination, the relative prices of nontradables and tradables are linked to the real exchange rates by identities. However, they do not necessarily move with real exchange rates in reality because of many factors. For example, many tradables contain nontradable components in the form of retailing services, so that Purchasing Power Parity (PPP) may not hold for these tradable goods even in the long run. Hence real exchange rates may not move in the direction predicted by theoretical models when the producers of these tradable goods experience changes in productivity. In this paper, we identify time periods, countries and relative price measures for which comovements between real exchange rates and relative prices of nontradables and tradables are observed.     

我国当前通货膨胀的国际因素研究

本文在美元持续贬值和全球性通货膨胀的背景下,分析了我国此轮通货膨胀的原因。通过脉冲响应分析、方差分解及协整检验,得出了国际商品价格的持续上涨和我国外汇储备的快速增加都对我国的消费者价格水平带来正的和持久的冲击的结论。     

Asymmetric exchange rate pass-through in an emerging market economy: The case of Mexico

This paper applies a nonlinear Autoregressive Distribute Lag to examine the exchange rate pass-through into consumer price inflation in Mexico. Overall, the evidence confirmed that ignoring the asymmetric (sign) effect of exchange rate movements on inflation may lead to incorrect inferences and policy conclusions. Exchange rate fluctuation is transferred to prices level more during currency depreciation than appreciation. We compare the macroeconomic performances between pre- and post-inflation targeting, and our findings reaffirmed that the pass-through has weakened significantly after launching inflation targeting in 2001. This result implies that low inflation in the sample period examined is good for Mexico because exchange rate pass-through declines after 2001. Consumer prices have become less responsive to exchange rate movements. We further observe a revival (strengthening) of oil price pass-through to domestic inflation in the post- inflation targeting period.     

DEBT REFUNDING AND SHAREHOLDER WEALTH: THE PRICE EFFECTS OF DEBT-FOR-DEBT EXCHANGE OFFER ANNOUNCEMENTS

This study examines the impact of debt refunding on common stock prices for a sample of 48 exchange offers announced from 1970 through 1981. Exchange offer announcements do not have a significant impact on average common stock returns but appear to produce idiosyncratic share price effects. Refunding-induced price effects were unrelated to several exchange offer characteristics including tax shield increases, exchange offer premia, and transaction costs of refunding. Common stock excess returns were negatively related to reductions in debt service payments and relaxation of dividend payment constraints. Thus, the evidence is consistent with theories predicting that certain debt refundings generate negative information-signaling price effects.     

Tobin tax and market depth

This paper investigates—on the basis of the Cont–Bouchaud model—whether a Tobin tax can stabilize foreign exchange markets. Compared to earlier multi-agent studies, this paper explicitly recognizes that a transaction tax-induced reduction in market depth may increase the price responsiveness of a given order. We find that the imposition of a transaction tax may still achieve a triple dividend: (1) exchange rate fluctuations decrease, (2) currencies are less mispriced and (3) central authorities raise substantial tax revenues. However, if the price impact function is too sensitive with respect to market depth, stabilization may turn into destabilization.     

The Impact of Renminbi Appreciation on Stock Prices in China

Since removal of the peg in July 2005, China has entered a new era of a managed floating exchange rate system. Although many observers have raised concerns about the impact of such a policy change on China's trade surplus, less attention has been paid to its effects on financial markets. This paper investigates the impact of recent renminbi appreciation on stock prices in China since removal of the peg, using threshold cointegration and momentum threshold error-correction model (M-TECM). The results clearly illustrate that no short-run causal relation exists, and an asymmetric causal relationship running from the renminbi/U. S. dollar exchange rate to Chinese Shanghai A-share stock prices in the long run is based on M-TECM. Policy and the broader implications of the findings are discussed.     

Modelling microstructure noise with mutually exciting point processes

We introduce a new stochastic model for the variations of asset prices at the tick-by-tick level in dimension 1 (for a single asset) and 2 (for a pair of assets). The construction is based on marked point processes and relies on mutually exciting stochastic intensities as introduced by Hawkes. We associate a counting process with the positive and negative jumps of an asset price. By suitably coupling the stochastic intensities of upward and downward changes of prices for several assets simultaneously, we can reproduce microstructure noise (i.e. strong microscopic mean reversion at the level of seconds to a few minutes) and the Epps effect (i.e. the decorrelation of the increments in microscopic scales) while preserving standard Brownian diffusion behaviour on large scales. More effectively, we obtain analytical closed-form formulae for the mean signature plot and the correlation of two price increments that enable us to track across scales the effect of the mean-reversion up to the diffusive limit of the model. We show that the theoretical results are consistent with empirical fits on futures Euro–Bund and Euro–Bobl in several situations.     

Irving Fisher and Price‐Level Targeting in Austria: Was Silver the Answer?

The question of price level versus inflation targeting remains controversial. Disagreement concerns not so much the desirability of price stability but rather the means of achieving it. Irving Fisher argued for a commodity dollar standard where the purchasing power of money was fixed by indexing it to a basket of commodities. We show that movements in the price of silver closely track the movements in overall prices during the classical gold standard era. The one‐to‐one relationship between paper and silver bonds suggests that a simple “silver rule” could have sufficed to fix the purchasing power of money.     

Leveraging a call-put ratio as a trading signal

We examine whether a put-call ratio, derived from a unique set of market data, can be used to predict directional moves in asset prices during various market conditions between March 2005 and December 2012. Our findings show: (1) specific market participant's options trading volume is a predecessor to asset price movements, and (2) portfolios based on the put-call ratio adjusted for four factors Carhart model and transaction costs exhibit abnormal excess returns.     

The dynamics of economic growth,oil prices,stock market depth,and other macroeconomic variables: Evidence from the G-20 countries

This paper examines the linkages between economic growth, oil prices, depth in the stock market, and three other key macroeconomic indicators: real effective exchange rate, inflation rate, and real rate of interest. We employ a panel vector autoregressive model to test Granger causality for the G-20 countries over the period 1961–2012. A novel approach to this study is that we clearly demarcate the long-run and short-run relations between the economic variables. The results show a robust long-run economic relationship between economic growth, oil prices, stock market depth, real effective exchange rate, inflation rate, and real rate of interest. In the long run, real economic growth is found to respond to any deviation in the long-run equilibrium relationship that is found to exist between the different measures of stock market depth, oil prices, and the other macroeconomic variables. In the short run we find a complex network of causal relationships between the variables. While the empirical evidence of short-run causality is mixed, there is clear evidence that real economic growth responds to various measures of stock market depth, allowing for real oil price movements and changes in the real effective exchange rate, inflation rate, and real rate of interest.     

Do currency exchange rates impact gold prices? New evidence from the ongoing COVID-19 period

We apply the nonlinear autoregressive distributed lag method to examine the relationships between seven leading currency exchange rates and gold prices using daily data from January 2017 to April 2021. The results reveal that in the short term, while negative United States dollar (USD) to United Kingdom pound, negative USD to Canadian dollar, negative USD to Japanese yen, negative USD to Danish krone, and positive USD to euro exchange rates increase gold prices, a lagged positive USD to euro and lagged positive USD to Danish krone exchange rates decrease gold prices. A test of the pre-pandemic normal period reveals that the uneven and unpredictable impacts of six exchange rates on gold prices are particularly due to COVID-19. We find efficiency in the gold market, in line with the market efficiency hypothesis and random walk theory. Our findings indicate that gold acts as a safe-haven asset for investors during COVID-19.     

Can Stock Volatility Be Benign? New Measurements and Macroeconomic Implications

We find nonsynchronized movements of two new measures of financial market uncertainty—good and bad volatility—which are based on the maximum and minimum stock prices within a month. Good (bad) volatility is associated with better (worse) expectations about the future economic situation and clearly signals acceleration (deceleration) in economic activity. The VAR results indicate that (i) output, employment, and stock price plummet rapidly in response to a bad volatility shock, while their responses to a good volatility shock are modest, and (ii) bad volatility shocks explain the bulk of economic activity and stock price fluctuations in the medium run.